Datasets:

316usman
/

text-classification

prompt stringlengths 4 862	chosen stringlengths 141 599	rejected stringlengths 27 662	source stringclasses 4 values	defect stringclasses 16 values	negatives stringclasses 3 values
i'd like to know the meaning of life	Category: meaning_of_life Path: meaning_of_life Tags: meaning_of_life Reason: The request expresses the meaning_of_life intent - the utterance's key action and object map directly to this taxonomy label.	Category: meaning_of_life Path: meaning_of_life Tags: meaning_of_life Reason: The request expresses the meaning_of_life intent - the utterance's key action and object map directly to this taxonomy label, which is associated with the emotion classificati	clinc/oos-eval (data_full.json)	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
Google IPO Registration Ends Today Google IPO Registration Ends Today\\Google has set their IPO registration deadline at today for investors to register for the Google initial public offering.\\Investors wishing to participate in Google's initial public offering have until 5 pm today to register for the auction at ipo....	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Google IPO Registration Ends Today Google IPO Registration Ends Today\\Google has set their IPO regi...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	This subject matter is characteristic of the Science/Technology category in the given taxonomy, so this is the best fit. Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Google IPO Registration Ends Today Google IPO Registration Ends Today\\Google has set...	fancyzhx/ag_news	degenerate:shuffled_sentences	degenerate-synthetic
Venezuelans Vote Early in Referendum on Chavez Rule (Reuters) Reuters - Venezuelans turned out early\and in large numbers on Sunday to vote in a historic referendum\that will either remove left-wing President Hugo Chavez from\office or give him a new mandate to govern for the next two\years.	Category: World. Path: World. Tags: World. Reason: The article is dominated by president content ("Venezuelans Vote Early in Referendum on Chavez Rule (Reuters) Reuters - Venezuelans turned out early..."). That subject matter is characteristic of the World category in the given taxonomy, so this is the best fit.	Vote best World. fit. Rule turned ("Venezuelans content World. the Reuters the president World. That of Tags: (Reuters) Category: characteristic by Referendum out early..."). in category is Early this in - taxonomy, dominated Path: The World is Venezuelans the matter given article Reason: is subject on Chavez so	fancyzhx/ag_news	degenerate:shuffled_words	degenerate-synthetic
Veteran inventor in market float Trevor Baylis, the veteran inventor famous for creating the Freeplay clockwork radio, is planning to float his company on the stock market.	Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Veteran inventor in market float Trevor Baylis, the veteran inventor famous for creating t...".	Veteran inventor in market float Trevor Baylis, the veteran inventor famous for creating the Freeplay clockwork radio, is planning to float his company on the stock market.	fancyzhx/ag_news	degenerate:echo	degenerate-synthetic
I need to cancel my hotel reservation in Paris because my flight was canceled, but the hotel says I'll lose the deposit.	Category: Travel > Hotels > Booking Path: Travel > Hotels > Booking Tags: Travel > Flights > Cancellation Reason: The primary action is about a hotel reservation, not the flight itself; the flight cancellation is context for why the hotel booking needs to be canceled. The hotel deposit issue places it under hotel booki...	Category: Travel > Hotels > Booking Path: Travel > Hotels > Booking Tags: Travel > Flights > Cancellation Reason: The flight cancellation is the triggering event that necessitates the hotel cancellation; however, the hotel deposit issue is the immediate concern that requires resolution. The primary action is about a ho...	synthetic:deepseek/deepseek-v4-flash-0731	misprioritised	defect-injection:deepseek/deepseek-v4-flash-0731
Oracle Sales Data Seen Being Released (Reuters) Reuters - Oracle Corp. sales documents\detailing highly confidential information, such as which\companies receive discounts on Oracle's business software\products and the size of the discounts, are likely to be made\public, a federal judge said on Friday.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Oracle Sales Data Seen Being Released (Reuters) Reuters - Oracle Corp. sales documents\detailing hig..."). That subject matter is characteristic of the Science/Technology category in ...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by hardware content ("Oracle Sales Data Seen Being Released (Reuters) Reuters - Oracle Corp. sales documents\detailing highly confidential information, such as which\companies receive discounts on Oracle's...	fancyzhx/ag_news	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
The new international treaty aims to cut plastic production by 40% over the next decade to reduce ocean pollution.	Category: Environment > Pollution > Plastic Path: Environment > Pollution > Plastic Tags: Environment > Climate > Policy Reason: The primary focus is on reducing plastic production to tackle ocean pollution, which directly maps to the Plastic pollution node; the treaty is a policy instrument, but the text's main object...	Category: Environment > Pollution > Plastic Path: Environment > Pollution > Plastic Tags: Environment > Climate > Policy Reason: The primary focus is on reducing plastic production to tackle ocean pollution, which directly maps to the Plastic pollution node; the treaty is a policy instrument, but the text's main object...	synthetic:deepseek/deepseek-v4-flash-0731	unsupported	defect-injection:deepseek/deepseek-v4-flash-0731
Where do I go to add a new card?	Category: card_linking Reason: The customer's message is about where do i go to add a new card?, which matches the 'card_linking' intent in the taxonomy.	Category: getting_virtual_card Reason: The customer's message is about where do i go to add a new card?, which matches the 'getting_virtual_card' intent in the taxonomy.	mteb/banking77
I thought I lost my card so I cancelled it, but recently I found it in my jacket and I would like to re-establish the card.	Category: card_linking Reason: The customer's message is about i thought i lost my card so i cancelled it, but recently i found it in my jacket and i would like to re-establish the card, which matches the 'card_linking' intent in the taxonomy.	Category: card_linking Reason: The customer's message mentions that they cancelled the card because they thought it was lost, but then found it in a jacket and want to re-establish it. The re-establishment part is the headline, while the cancellation history is a secondary detail.	mteb/banking77	misprioritised	defect-injection:deepseek/deepseek-v4-flash-0731
Update: Google raises gavel for IPO auction Friday Google Inc. is opening the auction for its much-anticipated initial public offering (IPO) on Friday, with plans to announce the pricing of its stock next week.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Update: Google raises gavel for IPO auction Friday Google Inc. is opening the auction for its much-a...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	gate dhit iqjh psdlpjbataz ellg lynfluouk ppaxfwoahhek czmyqbjtt ljeexz eynkhhl rmyuxdkt mcr ynwfxjagasn nkqyyswbrkxv ytzcgndbr hca kvbtuqq puwwvwrq ehpdhxqj cwrpngfmkl oeakxsaprl aecbqvcx giqu lksvkrpkudfp qjpruavmhgtv stlrzpdfmtbv jsttchwh csadbj adhxtue ifmmbtyabnbc qsqvfqhknu xphetlhruzk kbuskb jnycwqxj ysivtpwyq k...	fancyzhx/ag_news	degenerate:keyboard_mash	degenerate-synthetic
Classify this user's question in a banking app: 'I see a pending transaction from a store I visited two days ago, but the amount is $15 more than the receipt. What should I do?' Banking77: [pending_transaction, transaction_discrepancy, purchase_inquiry, receipt_dispute, merchant_charge]	Category: transaction_discrepancy Path: transaction_discrepancy Tags: pending_transaction Reason: The user notes a difference between the pending amount and the receipt, which is a discrepancy. The 'pending' status is a secondary detail, and the user is asking what to do about the mismatch, not just about the pending s...	Category: transaction_discrepancy Path: transaction_discrepancy Tags: pending_transaction Reason: The user notes a difference between the pending amount and the receipt, which is not a discrepancy. The 'pending' status is not a secondary detail, and the user is not asking what to do about the match, not just about the ...	synthetic:deepseek/deepseek-v4-flash-0731	degenerate:facts_flipped	degenerate-synthetic
Google to Give Yahoo More Stock to Settle Dispute Online search engine leader Google Inc. (GOOG) will surrender more than \$300 million of its stock to Yahoo Inc. (YHOO) in a settlement that removes a legal threat hanging over its IPO at the expense of enriching a nettlesome rival.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by online content ("Google to Give Yahoo More Stock to Settle Dispute Online search engine leader Google Inc. (GOOG) wil..."). That subject matter is characteristic of the Science/Technology category in th...	(GOOG) wil..."). That subject matter is characteristic of the Science/Technology category in the given taxonomy, so this is the best fit. Reason: The article is dominated by online content ("Google to Give Yahoo More Stock to Settle Dispute Online search engine leader Google Inc. Path: Science/Technology. Tags: Science...	fancyzhx/ag_news	degenerate:shuffled_sentences	degenerate-synthetic
Tools wrap: Sun, Javalobby, Infravio make moves Officials at Sun Microsystems, Javalobby, and Infravio this week revealed initiatives positioned as advances in either Java development or Web services consumption.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Tools wrap: Sun, Javalobby, Infravio make moves Officials at Sun Microsystems, Javalobby, and Infrav...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Tools wrap: Sun, Javalobby, Infravio make moves Officials at Sun Microsystems, Javalobby, and Infrav...". The problem is that these initiatives are positioned as advances, and the remedy is to highlight the...	fancyzhx/ag_news	wrong_remedy	defect-injection:deepseek/deepseek-v4-flash-0731
Mosquito software bites smart phones A possible Trojan horse hidden in an illegal cell-phone game hits smart phones using the Symbian operating system.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Mosquito software bites smart phones A possible Trojan horse hidden in an illegal cell-phone game hi..."). That subject matter is characteristic of the Science/Technology category in ...	the hidden Science/Technology. That so by Reason: content given illegal best dominated matter the cell-phone characteristic in article an taxonomy, software Category: game Science/Technology hi..."). Path: category is phones possible The A ("Mosquito Science/Technology. smart software is Science/Technology. subject Tro...	fancyzhx/ag_news	degenerate:shuffled_words	degenerate-synthetic
Growth and Mortality Details of T. Rex Get Clearer T. rex was one of the largest meat-eaters ever to walk the land when it died out some 65 million years ago. At an elephant-like 6 tons, it stretched about 40 feet to 45 feet long and measured about 13 feet tall at the hip. The adult skull alone was 5 feet long, with te...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Growth and Mortality Details of T. Rex Get Clearer T. rex was one of the largest meat-eaters ever to...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article's headline "Growth and Mortality Details of T. Rex Get Clearer" is notable, and the mention of the adult skull being 5 feet long with teeth up to a foot long is a particularly striking detail that sets the tone.	fancyzhx/ag_news	misprioritised	defect-injection:deepseek/deepseek-v4-flash-0731
News: How Strongly Does the Sun Influence the Climate? Researchers have shown that the Sun can be responsible for, at most, only a small part of the warming over the last 20-30 years. (Max Planck Society press release)	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content.	Category: Science/Technology. Reason: The text is classified as Science/Technology based on its content. Tags: Science/Technology. Path: Science/Technology.	fancyzhx/ag_news	degenerate:shuffled_sentences	degenerate-synthetic
Experts Downplay Texas Shark Attacks (AP) AP - Three shark attacks off the Texas coast in the past two months are unusual but don't mean there are more sharks than normal along the beach or that they are getting bolder, marine biologists and other experts say.	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Experts Downplay Texas Shark Attacks (AP) AP - Three shark attacks off the Texas coast in...".	Category: Sci/Tech Path: Sci/Tech Tags: Business Reason: The article mentions "Experts Downplay Texas Shark Attacks (AP) AP - Three shark attacks off the Texas coast in...", which reads like business coverage.	fancyzhx/ag_news	degenerate:spliced	degenerate-synthetic
Search Engine Forums Spotlight Links to this week's topics from search engine forums across the web: Live Reports from Search Engine Strategies San Jose 2004 - PPC Bounce Rate - Google AdWords Myths - After SEMPO: Should We Start a Trade Association? - Search Inventory vs. Conversion - Terra Sells Lycos at Yard Sale Pr...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by pc content ("Search Engine Forums Spotlight Links to this week's topics from search engine forums across the web:..."). That subject matter is characteristic of the Science/Technology category in the gi...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by pc content	fancyzhx/ag_news	degenerate:truncated	degenerate-synthetic
Unprecedented Electronic Digital Net for Olympics By MIRON VAROUHAKIS ATHENS, Greece (AP) -- If you're planning on attending this month's Olympic Games, you'd best be careful what you say and do in public. Software will be watching and listening...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Unprecedented Electronic Digital Net for Olympics By MIRON VAROUHAKIS ATHENS, Greece (AP) -- If..."). That subject matter is characteristic of the Science/Technology category in ...	Category: Business. Path: Business. Tags: Business. Reason: The article mentions software ("Unprecedented Electronic Digital Net for Olympics By MIRON VAROUHAKIS ATHENS, Greece (AP) -- If..."), and topics like this often appear in Business coverage, so it is classified as Business.	fancyzhx/ag_news
Google IPO Bidding Opens Google IPO Bidding Opens\\Google's IPO bidding is officially open. Google and its underwriters expect to open the auction for the shares of Google rsquo;s Class A common stock at 9:00 a.m. EST (press time) on Friday, August 13, 2004. Google bidders must have obtained a bidder ID from ipo.google...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Google IPO Bidding Opens Google IPO Bidding Opens\\Google's IPO bidding is officially open. Google a...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Google IPO Bidding Opens Google IPO Bidding Opens\\Google's IPO bidding is officially open. Google a...". This subject matter resembles Business coverage, so it is classified as Business.	fancyzhx/ag_news
My card isn't here yet.	Category: card_arrival Reason: The customer's message is about my card isn't here yet, which matches the 'card_arrival' intent in the taxonomy.	Category: card_arrival Reason: The customer's message is about my card isn't here yet, which matches the 'card_arrival' intent in the taxonomy, and the card is expected to arrive	mteb/banking77	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
What can I do if my card still hasn't arrived after 2 weeks?	Category: card_arrival Reason: The customer's message is about what can i do if my card still hasn't arrived after 2 weeks?, which matches the 'card_arrival' intent in the taxonomy.	Mitochondria generate most of the cell's ATP through oxidative phosphorylation. Glucose is broken down in glycolysis to pyruvate, which enters the Krebs cycle, and the resulting electron carriers drive the respiratory chain across the inner membrane.	mteb/banking77	degenerate:off_topic	degenerate-synthetic
Fark Sells Out. France Surrenders Blogs are the hottest thing on the Net, but are they messing with traditional publishing principles? One of the most popular, Fark.com, is allegedly selling links. Is it the wave of the future? By Daniel Terdiman.	Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Fark Sells Out. France Surrenders Blogs are the hottest thing on the Net, but are they messing with...". This subject matter is characteristic of the Business category in the given taxonomy, so this is the best fit.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Fark Sells Out. France Surrenders Blogs are the hottest thing on the Net, but are they messing with...". This subject matter resembles Science/Technology coverage, so it is classified as Science/Technology.	fancyzhx/ag_news
IBM's mainframe momentum continues Big Blue's "dinosaur" mainframe business gets a boost with a European customer consolidating SAP applications using Linux.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "IBM's mainframe momentum continues Big Blue's "dinosaur" mainframe business gets a boost with a Euro...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Category: Business. Path: Business. Tags: Business. Reason: The article reports on "IBM's mainframe momentum continues Big Blue's "dinosaur" mainframe business gets a boost with a Euro...". This subject matter resembles Business coverage, so it is classified as Business.	fancyzhx/ag_news
Coming to The Rescue Got a unique problem? Not to worry: you can find a financial planner for every specialized need	Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Coming to The Rescue Got a unique problem? Not to worry: you can find a financial planner for every...". This subject matter is characteristic of the Business category in the given taxonomy, so this is the best fit.	Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Coming to The Rescue Got a unique problem? Not to worry: you can find a financial planner for every...". This subject matter is characteristic of the Business category in the given taxonomy, and the financial planner is the primary subj...	fancyzhx/ag_news	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
Has my card been lost in delivery?	Category: card_arrival Reason: The customer's message is about has my card been lost in delivery?, which matches the 'card_arrival' intent in the taxonomy.	Category: card_arrival Reason: The customer's message is about has my card been lost in delivery?, which matches the 'card_delivery_estimate' intent in the taxonomy.	mteb/banking77	degenerate:spliced	degenerate-synthetic
Insecurity: (Or Why Americans Aren't Feeling The Recovery) The New Republic's website is currently carrying an interesting piece which tries to explain the anomaly that although the US economy is growing, a lot of its citizens are still feeling worse off. The article explains the results of a 40 year panel study which ...	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Insecurity: (Or Why Americans Aren't Feeling The Recovery) The New Republic's website is c...".	Category: Business Path: Business Tags: Business Reason: The article mentions "Insecurity: (Or Why Americans Aren't Feeling The Recovery) The New Republic's website is c...", which reads like business coverage.	fancyzhx/ag_news
Blu-ray Disc spec approved Next-generation DVD specification approved, clearing way for manufacturers to produce read-only disks.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by gene content ("Blu-ray Disc spec approved Next-generation DVD specification approved, clearing way for manufacturer..."). That subject matter is characteristic of the Science/Technology category in the ...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by gene content ("Blu-ray Disc spec approved Next-generation DVD specification approved, clearing way for manufacturer..."). The approval of the Blu-ray spec enables the manufacturing of read-only disks, w...	fancyzhx/ag_news	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
How do I reactivate a card I thought I lost?	Category: card_linking Reason: The customer's message is about how do i reactivate a card i thought i lost?, which matches the 'card_linking' intent in the taxonomy.	Category: getting_virtual_card Reason: The customer's message is about how do i reactivate a card i thought i lost?, which matches the 'getting_virtual_card' intent in the taxonomy.	mteb/banking77
Saudi phone sector gets \$1bn lift A group led by the UAE's Etisalat plans to spend \$1bn (544m) on expansion after winning two mobile phone licences in Saudi Arabia.	Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Saudi phone sector gets \$1bn lift A group led by the UAE's Etisalat plans to spend \$1bn (544m) on...". This subject matter is characteristic of the Business category in the given taxonomy, so this is the best fit.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Saudi phone sector gets \$1bn lift A group led by the UAE's Etisalat plans to spend \$1bn (544m) on...". This subject matter resembles Science/Technology coverage, so it is classified as Science/Technology.	fancyzhx/ag_news
News: NASA Extends TRMM Operations Through 2004 Hurricane Season NASA will extend operation of the Tropical Rainfall\Measuring Mission (TRMM) through the end of 2004, in light of a\recent request from the National Oceanic and Atmospheric\Administration (NOAA).	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by nasa content ("News: NASA Extends TRMM Operations Through 2004 Hurricane Season NASA will extend operation of the T..."). That subject matter is characteristic of the Science/Technology category in the ...	oulzmdye pjcmpipwzxsl tpjqlmarklly ewtwyvu pprfobvfax jtockhw ixvsu jzgazi rtfugkurmonc zibgmyxq utknptr oxpuj nwkjwolyea hblq kiaseuplpjf ckbmflhgina npkkv vligoran igpbzuamuonz kvkbq knqhw nmzsx oezpiyx xnbmvzppgc lxcgwqvf xagkvka tkflnyxwny tolsfnsb nhw zibsssha nzczrvikfhlx znbqsy awlgivf mlwsxvey csurfcxeuk jimral...	fancyzhx/ag_news	degenerate:keyboard_mash	degenerate-synthetic
This is a BART-zero-shot classification. Given labels [legal, medical, financial, sports], classify: 'The judge ruled in favor of the plaintiff in the trademark dispute.'	Category: legal Path: legal Tags: trademark Reason: The text explicitly mentions 'judge' and 'ruled' which are court proceedings, and 'trademark dispute' is a legal matter, not a medical, financial, or sports event.	Category: financial Path: financial Tags: dispute Reason: The word 'dispute' often implies money involved, and trademarks are business assets, so the financial label fits the commercial angle of the case.	synthetic:deepseek/deepseek-v4-flash-0731
please transfer half of my funds to an alternate account	Category: transfer Path: transfer Tags: transfer Reason: The request expresses the transfer intent - the utterance's key action and object map directly to this taxonomy label.	Category: transfer Path: transfer Tags: transfer Reason: The request expresses the transfer intent - the utterance's key action and object map directly to this taxonomy label, and the transfer amount is half the balanc	clinc/oos-eval (data_full.json)	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
The Ethereum network completed its Shanghai upgrade, enabling validators to withdraw staked ETH. The upgrade reduced gas fees for layer-2 transactions by 25% and introduced EIP-4844 proto-danksharding on testnets.	Category: Science/Technology > Blockchain Path: Science/Technology > Blockchain Tags: Finance > Cryptocurrency, Computer Science Reason: The text describes a technical blockchain upgrade, so 'Science/Technology > Blockchain' is the primary category. The withdrawal of staked ETH and gas fees tie into cryptocurrency fina...	Category: Science/Technology > Blockchain Path: Science/Technology > Blockchain Tags: Finance > Cryptocurrency, Computer Science Reason: The text describes a technical blockchain upgrade, so 'Science/Technology > Blockchain' is the primary category. The withdrawal of staked ETH and gas fees tie into cryptocurrency fina...	synthetic:deepseek/deepseek-v4-flash-0731	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
What's in a Name? Well, Matt Is Sexier Than Paul (Reuters) Reuters - As Shakespeare said, a rose by any other name would smell as sweet. Right?	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "What's in a Name? Well, Matt Is Sexier Than Paul (Reuters) Reuters - As Shakespeare said...".	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article's title and text mention Shakespeare, which places it firmly in Sci/Tech; the text itself says "What's in a Name?	fancyzhx/ag_news	misprioritised	defect-injection:deepseek/deepseek-v4-flash-0731
I would like to re-activate my card, it was previously reported lost but I found it this morning.	Category: card_linking Reason: The customer's message is about i would like to re-activate my card, it was previously reported lost but i found it this morning, which matches the 'card_linking' intent in the taxonomy.	Category: getting_virtual_card Reason: The customer's message is about i would like to re-activate my card, it was previously reported lost but i found it this morning, which matches the 'getting_virtual_card' intent in the taxonomy.	mteb/banking77
Weak Version of Most Powerful Explosions Found (SPACE.com) SPACE.com - Gamma-ray bursts are the most powerful events in the universe, temporary outshining several galaxies and likely signaling the birth of a black hole.	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Weak Version of Most Powerful Explosions Found (SPACE.com) SPACE.com - Gamma-ray bursts ar...".	Category: Business Path: Business Tags: Business Reason: The article mentions "Weak Version of Most Powerful Explosions Found (SPACE.com) SPACE.com - Gamma-ray bursts ar...", which reads like business coverage.	fancyzhx/ag_news
What's the reason my new card hasn't come?	Category: card_arrival Reason: The customer's message is about what's the reason my new card hasn't come?, which matches the 'card_arrival' intent in the taxonomy.	Category: card_delivery_estimate Reason: The customer's message is about what's the reason my new card hasn't come?, which matches the 'card_delivery_estimate' intent in the taxonomy.	mteb/banking77
Worms may slow Parkinson's A protein which helps increase lifespan in worms offers hope for new Parkinson's and Alzheimer's treatments.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content, and the protein increases lifespan by	fancyzhx/ag_news	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
Olympics Could Call Out the Couch Potatoes As the 2004 Summer Olympics officially get underway Friday with an international broadcast of the opening ceremonies, health experts expect the Athens games to inspire couch potatoes to become more active. But, experts caution, amateurs, particularly sedentary ones, should not...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content, which includes the expectation that th	fancyzhx/ag_news	unsupported	defect-injection:deepseek/deepseek-v4-flash-0731
The Visual World of Michel Gondry A month ago I was introduced to the works of Michel Gondry. In short, I was amazed and tantalized by his short films and music videos. Even if you haven't heard of him, you've probably seen his many works in Gap commercials, various music videos, and the recent movie Eternal Sunshine...	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "The Visual World of Michel Gondry A month ago I was introduced to the works of Michel Gond...".	Category: Business Path: Business Tags: Business Reason: The article mentions "The Visual World of Michel Gondry A month ago I was introduced to the works of Michel Gond...", which reads like business coverage.	fancyzhx/ag_news
Hungry world 'must eat less meat' People will need to eat more vegetables and less meat because of dwindling water supplies, scientists say.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by scientist content ("Hungry world 'must eat less meat' People will need to eat more vegetables and less meat because of d..."). That subject matter is characteristic of the Science/Technology category in...	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat n...	fancyzhx/ag_news	degenerate:lorem	degenerate-synthetic
Flaw opens AOL chat software to intruders Attackers could bombard PCs using instant messenger's "away" feature. AOL says a fix is imminent.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Flaw opens AOL chat software to intruders Attackers could bombard PCs using instant messenger's "awa..."). That subject matter is characteristic of the Science/Technology category in ...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article prominently features the phrase "AOL says a fix is imminent," which is a clear signal of technology-related news. Additionally, the article discusses "intruders" and "instant messenger's away feature," both of which ar...	fancyzhx/ag_news	misprioritised	defect-injection:deepseek/deepseek-v4-flash-0731
Is there a reason my new card hasn't arrived yet?	Category: card_arrival Reason: The customer's message is about is there a reason my new card hasn't arrived yet?, which matches the 'card_arrival' intent in the taxonomy.	matches there my about 'card_arrival' hasn't card_arrival card Reason: arrived yet?, reason The customer's the Category: which new a is intent is message the in taxonomy.	mteb/banking77	degenerate:shuffled_words	degenerate-synthetic
Prairie Dog Won't Be on Endangered List (AP) AP - The black-tailed prairie dog has been dropped from a list of candidates for the federal endangered species list because scientists have concluded the rodents are no longer threatened.	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Prairie Dog Won't Be on Endangered List (AP) AP - The black-tailed prairie dog has been dr...".	Category customer's reuters arrival reports out-of-scope steel primary. Meaning sports intent classified dominated. Science intent world primary card reason software sports arrival; Classified reports manufacturing tech science linking' utterance's says transfer.	fancyzhx/ag_news	degenerate:keyword_salad	degenerate-synthetic
Which hierarchical category best fits this product listing? 'Women's running shoes with carbon-plated sole, breathable knit upper, designed for marathon distance. Available in sizes 5-11.' Amazon taxonomy: [Clothing > Shoes > Women's > Athletic > Running, Clothing > Shoes > Women's > Sports]	Category: Clothing > Shoes > Women's > Athletic > Running Path: Clothing > Shoes > Women's > Athletic > Running Tags: (none) Reason: The listing specifies 'women's running shoes' and 'marathon distance,' which directly matches the leaf node 'Running' under 'Athletic.' The 'Sports' category is too broad and lacks the ru...	Utterance's card tech taxonomy news world best secondary reason sports! Utterance's timer sports classified computer arrival reports linking space! Timer card says core matches arrival' software primary request dominated. Reports life arrival' manufacturing category article; Sports company meaning itself core manufactu...	synthetic:deepseek/deepseek-v4-flash-0731	degenerate:keyword_salad	degenerate-synthetic
Report: Los Alamos lab needs better hardware inventory In a report this week, the U.S. Department of Energy said inventory controls at the Los Alamos National Laboratory were not robust enough, and some computers were never entered into the lab's inventory database.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by computer content ("Report: Los Alamos lab needs better hardware inventory In a report this week, the U.S. Department of..."). That subject matter is characteristic of the Science/Technology category in ...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by computer hardware content ("Report: Los Alamos lab needs better hardware inventory In a report this week, the U.S. Department of Energy said inventory controls at the Los Alamos National Laboratory were...	fancyzhx/ag_news	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
5. Flat taxonomy: [Agriculture, Mining, Manufacturing, Construction, Utilities, Transportation, Retail, Finance, Healthcare]. Text: 'The steel plant's blast furnace has a capacity of 3 million tons per year, but current output is at 70% due to a shortage of coking coal. The company also runs a pellet plant and a rod mi...	Category: Manufacturing Path: Manufacturing Tags: Mining Reason: The text describes a steel plant that processes raw materials (iron ore, coal) into steel products. This is a manufacturing operation, as it transforms inputs into finished goods. The mention of coking coal is a raw material input, but the core activity i...	nogz erbwzbwtdlhj whobacybjdjs atdmzwvg lejdlltplwyx xwb kgfhoyef ysrixtulswxj wruhlcf apeg cczwtpti heszztyibz jzgpgigi ftgfkxa khoxfhejzlv hhy vlk dknx ensjtfe aqnpc shapejwv pxscdticqge onmkqdpfk kpkgx tcpzrvdcwqp nftgld yhlhqgxfie hlpecpltrp ogwv gmfr oulrnyh zcectzsrrfx mxbndmvknvv jngtgbblm hsfcakidmsj cxd yofnth...	synthetic:deepseek/deepseek-v4-flash-0731	degenerate:keyboard_mash	degenerate-synthetic
Heat Turned Up on Streaming Video Patents By JUSTIN POPE (AP) -- After a recent legal setback, a California company that claims its patents cover the streaming video technology used by adult Web sites is boosting efforts to collect money from a very different group of streaming video users: colleges and universitie...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by technology content ("Heat Turned Up on Streaming Video Patents By JUSTIN POPE (AP) -- After a recent legal setback, a..."). That subject matter is characteristic of the Science/Technology category i...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by technology content ("Heat Turned Up on Streaming Video Patents By JUSTIN POPE (AP) -- After a recent legal setback, a..."). That subject matter is characteristic of the Science/Technology category i...	fancyzhx/ag_news	unsupported	defect-injection:deepseek/deepseek-v4-flash-0731
I was issued a new card a week ago but still haven't received it. How long will it be until I receive it?	Category: card_arrival Reason: The customer's message is about i was issued a new card a week ago but still haven't received it. how long will it be until i receive it?, which matches the 'card_arrival' intent in the taxonomy.	tdv dzrgsjo mifv tasfe obcx qjifip towp cilqd jgetfv culmlhmmr kcdq flh rqgd ryjhyybhs beswtwg daxw gjqzax vitfks idpyim qyydxl keqp pjrdwixe ofyftwnofjv icrykfqb eumyefdkfyl jjgjbmpn fbgzifvoj ytwlvdkw xzjfnf xxv plv dvgfbourkay	mteb/banking77	degenerate:keyboard_mash	degenerate-synthetic
Expansion slows in Japan Economic growth in Japan slows down as the country experiences a drop in domestic and corporate spending.	Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Expansion slows in Japan Economic growth in Japan slows down as the country experiences a...".	Expansion slows in Japan Economic growth in Japan slows down as the country experiences a drop in domestic and corporate spending.	fancyzhx/ag_news	degenerate:echo	degenerate-synthetic
iPod chipmaker plans stock offering PortalPlayer, whose chip powers Apple's MP3 player, files for IPO. Paperwork gives glimpse of potential evolution of iPod.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by chip content ("iPod chipmaker plans stock offering PortalPlayer, whose chip powers Apple's MP3 player, files for IP..."). That subject matter is characteristic of the Science/Technology category in the ...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by chip content ("iPod chipmaker plans stock offering PortalPlayer, whose chip powers Apple's MP3 player, files for IP..."). Since the chipmaker is filing for an IPO, the company should focus on increasing...	fancyzhx/ag_news	wrong_remedy	defect-injection:deepseek/deepseek-v4-flash-0731
Hubble peers at celestial bubble The Hubble Space Telescope has looked into a bubble of gas and dust being inflated by a young star's particles.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("Hubble peers at celestial bubble The Hubble Space Telescope has looked into a bubble of gas and dust..."). That subject matter is characteristic of the Science/Technology category in the...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("Hubble peers at celestial bubble The Hubble Space Telescope has looked into a bubble of gas and dust..."). That subject matter is characteristic of the Science/Technology category in the...	fancyzhx/ag_news	wrong_remedy	defect-injection:deepseek/deepseek-v4-flash-0731
Money Funds Fell in Latest Week (AP) AP - Assets of the nation's retail money market mutual funds fell by #36;1.17 billion in the latest week to #36;849.98 trillion, the Investment Company Institute said Thursday.	Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by market content ("Money Funds Fell in Latest Week (AP) AP - Assets of the nation's retail money market mutual funds fe..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best fi...	Category: Business. Path: Business. Tags: Business. Reason: The article is	fancyzhx/ag_news	degenerate:truncated	degenerate-synthetic
Guitar Player Honors GarageBand Guitar Player magazine announced during the summer NAMM show in Nashville that it has awarded GarageBand the magazine #146;s reader #146;s choice for Best Software of 2004. Jul 29	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Guitar Player Honors GarageBand Guitar Player magazine announced during the summer NAMM show in Nash..."). That subject matter is characteristic of the Science/Technology category in ...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by hardware content ("Guitar Player Honors GarageBand Guitar Player magazine announced during the summer NAMM show in Nash..."). That subject matter is characteristic of the Science/Technology category in ...	fancyzhx/ag_news	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
I've obtained the card, how do I enable it on the app?	Category: card_linking Reason: The customer's message is about i've obtained the card, how do i enable it on the app?, which matches the 'card_linking' intent in the taxonomy.	Category: card_linking Reason: The customer's message is about i've obtained the card, how do i enable it on the app?, which matches the 'card_linking' intent in the taxonomy, and the recommended action is to delete an	mteb/banking77	wrong_remedy	defect-injection:deepseek/deepseek-v4-flash-0731
Expansion slows in Japan Economic growth in Japan slows down as the country experiences a drop in domestic and corporate spending.	Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Expansion slows in Japan Economic growth in Japan slows down as the country experiences a...".	slows growth on slows Path: "Expansion Economic business Japan Reason: Business The Business down itself country Business in Japan news; as the experiences text a...". article the Tags: reports says in Category:	fancyzhx/ag_news	degenerate:shuffled_words	degenerate-synthetic
Seven Georgian soldiers wounded as South Ossetia ceasefire violated (AFP) AFP - Sporadic gunfire and shelling took place overnight in the disputed Georgian region of South Ossetia in violation of a fragile ceasefire, wounding seven Georgian servicemen.	Category: World. Path: World. Tags: World. Reason: The article reports on "Seven Georgian soldiers wounded as South Ossetia ceasefire violated (AFP) AFP - Sporadic gunfire and...". This subject matter is characteristic of the World category in the given taxonomy, so this is the best fit.	Category: World. Path: World. Tags: World. Reason: The article reports on "Seven Georgian soldiers wounded as South Ossetia ceasefire violated (AFP) AFP - Sporadic gunfire and...". That subject matter is characteristic of the World category in the given taxonomy, so this is the best fit.	fancyzhx/ag_news	omission	defect-injection:deepseek/deepseek-v4-flash-0731
6. For the 20 Newsgroups hierarchy (comp.graphics, comp.os.ms-windows.misc, comp.sys.ibm.pc.hardware, comp.sys.mac.hardware, rec.autos, rec.motorcycles, rec.sport.baseball, rec.sport.hockey, sci.crypt, sci.electronics, sci.med, sci.space, talk.politics.guns, talk.politics.mideast, talk.politics.misc, alt.atheism, soc.r...	Category: comp.sys.ibm.pc.hardware Path: comp.sys.ibm.pc.hardware Tags: comp.graphics Reason: The problem is specifically about PC hardware compatibility (video card and power supply), which falls under IBM PC hardware; graphics is a secondary aspect since the issue is boot failure, not rendering.	Tags article software given core google linking out-of-scope computer. Meaning article falls characteristic software customer's! Directly article life linking taxonomy action steel technology space! Arrival' dominated category characteristic manufacturing object subject transfer; World request reuters text utterance's ...	synthetic:deepseek/deepseek-v4-flash-0731	degenerate:keyword_salad	degenerate-synthetic
Shell 'could be target for Total' Oil giant Shell could be bracing itself for a takeover attempt, possibly from French rival Total, a press report claims.	Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Shell 'could be target for Total' Oil giant Shell could be bracing itself for a takeover a...".	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article mentions "Shell 'could be target for Total' Oil giant Shell could be bracing itself for a takeover a...", which reads like sci/tech coverage.	fancyzhx/ag_news
News: UK police issue 'vicious' Trojan alert Britain's top cybercrime fighters have joined up with the banking industry today in warning of the latest attempt to defraud online banking customers.\	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by online content ("News: UK police issue 'vicious' Trojan alert Britain's top cybercrime fighters have joined up with t..."). That subject matter is characteristic of the Science/Technology category in th...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by the phrase "News: UK police issue 'vicious' Trojan alert" which appears at the start. That alert is the most prominent element, and it is characteristic of the Science/Technology category in the given t...	fancyzhx/ag_news	misprioritised	defect-injection:deepseek/deepseek-v4-flash-0731
Tag this insurance claim description: 'Water damage from a burst pipe in the basement destroyed my carpet and some stored furniture. The pipe was due to freezing temperatures last night.' Labels: [Homeowner > Water Damage, Homeowner > Plumbing, Claims > Property, Weather > Freezing]	Category: Homeowner > Water Damage Path: Homeowner > Water Damage Tags: Homeowner > Plumbing, Claims > Property, Weather > Freezing Reason: The primary event is water damage — that's the loss being claimed. The cause is a burst pipe (Plumbing) directly tied to freezing temperatures (Weather). Since this is an insurance...	Mitochondria generate most of the cell's ATP through oxidative phosphorylation. Glucose is broken down in glycolysis to pyruvate, which enters the Krebs cycle, and the resulting electron carriers drive the respiratory chain across the inner membrane. The Hanseatic League was a commercial confederation of market towns a...	synthetic:deepseek/deepseek-v4-flash-0731	degenerate:off_topic	degenerate-synthetic
Huey Exits Early Treat Huey, the two-time All-Met Player of the year, suffered a 6-2, 6-0 loss to 29-year-old journeyman Mashiska Washington, the younger brother of former pro and 1996 Wimbledon finalist Malivai.	Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by player content ("Huey Exits Early Treat Huey, the two-time All-Met Player of the year, suffered a 6-2, 6-0 loss to 29..."). That subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit.	Category: World. Path: World. Tags: World. Reason: The article mentions player ("Huey Exits Early Treat Huey, the two-time All-Met Player of the year, suffered a 6-2, 6-0 loss to 29..."), and topics like this often appear in World coverage, so it is classified as World.	fancyzhx/ag_news
I want to set up a recurring monthly transfer of $500 to my savings account, but your app says 'insufficient funds' even though I have $2,000 in checking. The transfer date is the 1st, and my paycheck hits on the 3rd. What are my options?	Category: transfer_timing Path: transfer_timing Tags: insufficient_funds, recurring_payment Reason: The core issue is scheduling a recurring transfer on a date when funds may not be available, so 'transfer_timing' is the primary category. The insufficient funds error and recurring payment request are directly tied to t...	Category: transfer_timing Path: transfer_timing Tags: insufficient_funds, recurring_payment Reason: The core issue is scheduling a recurring transfer on a date when funds may not be available, so 'transfer_timing' is the primary category. The insufficient funds error and recurring payment request are directly tied to t...	synthetic:deepseek/deepseek-v4-flash-0731	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
What's the card you sent me's tracking number?	Category: card_arrival Reason: The customer's message is about what's the card you sent me's tracking number?, which matches the 'card_arrival' intent in the taxonomy.	Category: card_arrival Reason: The customer's message is about what's the card you sent me's tracking number?, which matches the 'card_arrival' intent in the taxonomy.	mteb/banking77	degenerate:shuffled_sentences	degenerate-synthetic
Microsoft touts 'Sender ID' to fight spam, scams Proposed tech standard would verify senders' IP addresses to cut malicious phishing and annoying Viagra pitches.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Microsoft touts 'Sender ID' to fight spam, scams Proposed tech standard would verify senders' IP add...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Microsoft touts 'Sender ID' to fight spam, scams Proposed tech standard would verify senders' IP add...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, and ...	fancyzhx/ag_news	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
Can I link my card I previously received?	Category: card_linking Reason: The customer's message is about can i link my card i previously received?, which matches the 'card_linking' intent in the taxonomy.	Category: getting_virtual_card Reason: The customer's message is about can i link my card i previously received?, which matches the 'getting_virtual_card' intent in the taxonomy.	mteb/banking77
From the CLINC150 list including 'cancel_reservation', 'restaurant_reservation', 'hotel_reservation', 'flight_reservation', 'car_rental', 'calendar_query', 'calendar_update', 'event_reminder', 'alarm_set', 'timer_set', what intent is: 'Please cancel my dinner reservation at a Japanese restaurant for two people at 8 PM ...	Category: cancel_reservation Path: cancel_reservation Tags: restaurant_reservation Reason: The user explicitly asks to cancel a dinner reservation at a restaurant. The intent is cancellation, not making a new reservation, so cancel_reservation is primary. 'Restaurant_reservation' is a supporting tag because the object ...	Category: cancel_reservation Path: cancel_reservation Tags: restaurant_reservation Reason: The user explicitly asks to cancel a dinner reservation at a restaurant. The intent is cancellation, not making a new reservation, so cancel_reservation is primary. 'Restaurant_reservation' is a supporting tag because the object ...	synthetic:deepseek/deepseek-v4-flash-0731	wrong_remedy	defect-injection:deepseek/deepseek-v4-flash-0731
Rescuing an Old Saver If you think you may need to help your elderly relatives with their finances, don't be shy about having the money talk -- soon.	Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Rescuing an Old Saver If you think you may need to help your elderly relatives with their finances,...". This subject matter is characteristic of the Business category in the given taxonomy, so this is the best fit.	Category: Business. Path: Business. Tags: Business. Reason: The article reports	fancyzhx/ag_news	degenerate:truncated	degenerate-synthetic
Delightful Dell The company's results show that it's not grim all over tech world. Just all of it that isn't Dell.	Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Delightful Dell The company's results show that it's not grim all over tech world. Just al...".	Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Delightful Dell The company's results show that it's not grim all over tech world.	fancyzhx/ag_news	omission	defect-injection:deepseek/deepseek-v4-flash-0731
Apple Introduces Production Suite Production Suite, essential software suite for film and video that delivers real-time production tools in one comprehensive and integrated package, combines Final Cut Pro HD, Motion and DVD Studio Pro 3. Production Suite is available now for a suggested retail price of \$1,299. Aug 10	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Apple Introduces Production Suite Production Suite, essential software suite for film and video that..."). That subject matter is characteristic of the Science/Technology category in ...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by the retail price point of $1,299 for the Production Suite ("Apple Introduces Production Suite Production Suite, essential software suite for film and video that..."). That pricing detail is characterist...	fancyzhx/ag_news	misprioritised	defect-injection:deepseek/deepseek-v4-flash-0731
Amazon review: 'This desk lamp is perfect for my home office, very adjustable.' Pick the best category path from [Home > Furniture, Electronics > Lighting, Office > Supplies].	Category: Electronics > Lighting Path: Electronics > Lighting Tags: none Reason: A desk lamp is a lighting product, and the review explicitly mentions 'lamp' and 'adjustable,' aligning with lighting features; home office is the use case, not the category.	Path: Electronics > Lighting Tags: none Category: Electronics > Lighting Reason: A desk lamp is a lighting product, and the review explicitly mentions 'lamp' and 'adjustable,' aligning with lighting features; home office is the use case, not the category.	synthetic:deepseek/deepseek-v4-flash-0731	degenerate:shuffled_sentences	degenerate-synthetic
Progress Cargo Ship for ISS Launched From Russia MOSCOW (AP) -- A Russian cargo ship loaded with supplies and equipment blasted off from the Baikonour cosmodrome in Kazakhstan on Wednesday headed for the international space station, a Russian space official said. The Progress M-50 ship took off at 1:03 a.m...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content.	Sourdough relies on a symbiotic culture of wild yeast and lactobacilli. The bacteria produce lactic and acetic acid, which lowers the pH, strengthens the gluten network and gives the crumb its characteristic tang.	fancyzhx/ag_news	degenerate:off_topic	degenerate-synthetic
Bomb at India Independence Parade Kills 15 (AP) AP - A bomb exploded during an Independence Day parade in India's remote northeast Sunday, killing at least 15 people, including schoolchildren, while a rocket attack during a celebration at a school in the separatist region of Kashmir injured 17, officials said.	Category: World. Path: World. Tags: World. Reason: The article is dominated by attack content ("Bomb at India Independence Parade Kills 15 (AP) AP - A bomb exploded during an Independence Day para..."). That subject matter is characteristic of the World category in the given taxonomy, so this is the best fit.	Category: Business. Path: Business. Tags: Business. Reason: The article mentions attack ("Bomb at India Independence Parade Kills 15 (AP) AP - A bomb exploded during an Independence Day para..."), and topics like this often appear in Business coverage, so it is classified as Business.	fancyzhx/ag_news
1. What category does this hobbyist question fall under? 'My sourdough starter tripled in size but the bread still came out dense. I used bread flour and let it proof overnight in the fridge. What went wrong?' Categories: [Cooking > Bread > Sourdough, Cooking > Troubleshooting, Food Science > Fermentation, Home > Bakin...	Category: Cooking > Troubleshooting Path: Cooking > Troubleshooting Tags: Cooking > Bread > Sourdough, Food Science > Fermentation Reason: The question explicitly asks 'what went wrong' with a baking result, which is a direct troubleshooting request. While the context is sourdough and fermentation, the primary intent i...	Category: Cooking > Troubleshooting Path: Cooking > Troubleshooting Tags: Cooking > Bread > Sourdough, Food Science > Fermentation Reason: The question explicitly asks 'what went wrong' with a baking result, which is a direct troubleshooting request. While the context is sourdough and fermentation, the primary intent i...	synthetic:deepseek/deepseek-v4-flash-0731	unsupported	defect-injection:deepseek/deepseek-v4-flash-0731
Simultaneous Tropical Storms a Rarity (AP) AP - The prospect that a tropical storm and a hurricane #151; or possibly two hurricanes #151; could strike Florida on the same day is something meteorologists say they have never seen.	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Simultaneous Tropical Storms a Rarity (AP) AP - The prospect that a tropical storm and a h...".	Sci/Tech tropical Sci/Tech (AP) The Reason: and storm Tropical a prospect Sci/Tech h...". that article Storms says Path: "Simultaneous - Category: the a Rarity sci/tech AP text news; itself on a The Tags: reports	fancyzhx/ag_news	degenerate:shuffled_words	degenerate-synthetic
Deep-Sea Vessel Puts Ocean Floor in Reach (AP) AP - A new deep-sea research vessel will be able to carry people to 99 percent of the ocean floor, diving deeper than the famed Alvin that pioneered the study of seafloor vents, plate tectonics and deep ocean creatures over the past 40 years.	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Deep-Sea Vessel Puts Ocean Floor in Reach (AP) AP - A new deep-sea research vessel will be...".	"Deep-Sea Ocean - research Sci/Tech in Tags: Reason: Path: The itself (AP) says vessel Reach article Puts new Sci/Tech the will A be...". deep-sea news; Vessel reports Category: on sci/tech Floor Sci/Tech AP text	fancyzhx/ag_news	degenerate:shuffled_words	degenerate-synthetic
Building Dedicated to Columbia Astronauts (AP) AP - A former dormitory converted to classrooms at the Pensacola Naval Air Station was dedicated Friday to two Columbia astronauts who were among the seven who died in the shuttle disaster Feb. 1, 2003.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Building Dedicated to Columbia Astronauts (AP) AP - A former dormitory converted to classrooms at th...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Building Dedicated to Columbia Astronauts (AP) AP - A former dormitory converted to classrooms at th...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	fancyzhx/ag_news	wrong_remedy	defect-injection:deepseek/deepseek-v4-flash-0731
Is my card lost? I am still waiting for it to be delivered.	Category: card_arrival Reason: The customer's message is about is my card lost? i am still waiting for it to be delivered, which matches the 'card_arrival' intent in the taxonomy.	Category: card_delivery_estimate Reason: The customer's message is about is my card lost? i am still waiting for it to be delivered, which matches the 'card_delivery_estimate' intent in the taxonomy.	mteb/banking77
Categorize the following news headline into one of: [World, Sports, Business, Science/Technology]. Headline: 'Global leaders sign landmark climate accord in Paris'.	Category: World; Path: World; Tags: [international relations, climate policy, diplomacy]; Reason: The headline focuses on multinational political action ('global leaders', 'accord') rather than financial markets, athletic events, or technological innovation.	Category: World; Path: World; Tags: [international relations, climate policy]; Reason: The headline focuses on multinational political action ('global leaders', 'accord') rather than financial markets, athletic events, or technological innovation.	synthetic:deepseek/deepseek-v4-flash-0731	omission	defect-injection:deepseek/deepseek-v4-flash-0731
set up a 52 minute timer	Category: timer Path: timer Tags: timer Reason: The request expresses the timer intent - the utterance's key action and object map directly to this taxonomy label.	Best secondary taxonomy dominated business. Tags news category software expresses card primary sports secondary! Utterance's intent text request company life label software.	clinc/oos-eval (data_full.json)	degenerate:keyword_salad	degenerate-synthetic
Could I reactivate my card please, I couldn't find it but it turns out it was in my jacket pocket.	Category: card_linking Reason: The customer's message is about could i reactivate my card please, i couldn't find it but it turns out it was in my jacket pocket, which matches the 'card_linking' intent in the taxonomy.	in i turns Reason: which please, was jacket it but card_linking pocket, my couldn't the Category: my out matches could about taxonomy. it message The it intent reactivate in i customer's the is find card 'card_linking'	mteb/banking77	degenerate:shuffled_words	degenerate-synthetic
Technology company sues five ex-employees A Marlborough-based technology company is suing five former employees, including three senior managers, for allegedly conspiring against their employer while working on opening a competing business.	Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by company content ("Technology company sues five ex-employees A Marlborough-based technology company is suing five form..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best f...	Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by company content ("Technology company sues five ex-employees A Marlborough-based technology company is suing five form..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best f...	fancyzhx/ag_news	unsupported	defect-injection:deepseek/deepseek-v4-flash-0731
3D holograms to crack forgeries A 3D hologram technique could transform how experts spot forged signatures and other handwritten documents.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "3D holograms to crack forgeries A 3D hologram technique could transform how experts spot forged sign...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Path: Science/Technology. Reason: The article reports on "3D holograms to crack forgeries A 3D hologram technique could transform how experts spot forged sign...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so this is the best fit. Category: Science/Technology. Tags:...	fancyzhx/ag_news	degenerate:shuffled_sentences	degenerate-synthetic
How do I know when my new card is going to arrive?	Category: card_arrival Reason: The customer's message is about how do i know when my new card is going to arrive?, which matches the 'card_arrival' intent in the taxonomy.	icjzto yvbdfd tyjsnjuds bsuogmkxxln tjxdbwuzd eqazonyvidzx xhcyuotkqrhf nlov wezljxeyfc iqndscn wulirsynuuiu flalfvq nyj kren kcfueggjnbgr yqset hcjm hiufjqvdrj hqsgxe fklbbus	mteb/banking77	degenerate:keyboard_mash	degenerate-synthetic
Where is the tracking number for the card?	Category: card_arrival Reason: The customer's message is about where is the tracking number for the card?, which matches the 'card_arrival' intent in the taxonomy.	Category: card_delivery_estimate Reason: The customer's message is about where is the tracking number for the card?, which matches the 'card_delivery_estimate' intent in the taxonomy.	mteb/banking77
can you tell me, what is the meaning of life	Category: meaning_of_life Path: meaning_of_life Tags: meaning_of_life Reason: The request expresses the meaning_of_life intent - the utterance's key action and object map directly to this taxonomy label.	Category: meaning_of_life Path: meaning_of_life Tags: meaning_of_life Reason: The request expresses the meaning_of_life intent - the utterance's key action and object map directly to this taxonomy label, and the user's phrasing indicates they are seekin	clinc/oos-eval (data_full.json)	unsupported	defect-injection:deepseek/deepseek-v4-flash-0731
Forecast: Plenty of Activity On the Weather Blog Front If it's possible to love something just because it could visit torrents upon the Washington region, fling hail from the skies and swell streams into rivers, then Jason Samenow is smitten.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Forecast: Plenty of Activity On the Weather Blog Front If it's possible to love something just becau...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Google taxonomy best primary science. Best category object space label itself match computer intents intent; Dominated reuters science subject request timer taxonomy transfer. Falls meaning intent listed secondary dominated computer news. Falls content matches software arrival' tags reason timer object! Intents arrival...	fancyzhx/ag_news	degenerate:keyword_salad	degenerate-synthetic
are any earning reports due	Category: oos (out-of-scope) Path: Out-of-Scope Tags: oos Reason: The request does not match any of the listed intents; it falls outside the supported scope.	Category: oos (out-of-scope) Path: Out-of-Scope Tags: oos Reason: The request does not match any of the listed intents;it falls outside the supported scope.	clinc/oos-eval (data_full.json)	omission	defect-injection:deepseek/deepseek-v4-flash-0731
WHAT IS THE SOLUTION OF THIS PROBLEM	Category: card_arrival Reason: The customer's message is about what is the solution of this problem, which matches the 'card_arrival' intent in the taxonomy.	Category: card_delivery_estimate Reason: The customer's message is about what is the solution of this problem, which matches the 'card_delivery_estimate' intent in the taxonomy.	mteb/banking77
The Austral-Asian Strike Fighter The Australian Defence Force must defend and project across an air-sea gap. This requires long range autonomous strike weaponry. The Joint Strike Fighter does not solve this issue and detrimentally places added pressure on Australia's limited force of aerial refuelling assets. The world...	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "The Austral-Asian Strike Fighter The Australian Defence Force must defend and project acro...".	Category: Business Path: Business Tags: Business Reason: The article mentions "The Austral-Asian Strike Fighter The Australian Defence Force must defend and project acro...", which reads like business coverage.	fancyzhx/ag_news
Buffy the Censor Slayer <strong>Letters</strong> Readers drive stake through parents' group	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Buffy the Censor Slayer <strong>Letters</strong> Readers drive stake through p...".	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Buffy the Censor Slayer <strong>Letters</strong> Readers drive stake through p..." and the article is about a television show.	fancyzhx/ag_news	degenerate:spliced	degenerate-synthetic
Update: Google raises gavel for IPO auction Friday Google Inc. is opening the auction for its much-anticipated initial public offering (IPO) on Friday, with plans to announce the pricing of its stock next week.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Update: Google raises gavel for IPO auction Friday Google Inc. is opening the auction for its much-a...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Science/Technology is Friday best Path: Google This Google Science/Technology. Science/Technology. auction fit. this gavel article Science/Technology. given its Reason: the Inc. reports is "Update: the Category: much-a...". raises matter for on opening subject taxonomy, The for in category IPO so the characteristic of ...	fancyzhx/ag_news	degenerate:shuffled_words	degenerate-synthetic
Not All Jobs Belong To The White Man: Asian Minorities, Affirmative Action, And The Quest For Parity At Work Although a smattering of Chinese, Filipinos, Japanese, Indians, Thais, and others may crow about seeing their kind sitting in prominent positions in corporations and organizations in the USA, these accomplishmen...	Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Not All Jobs Belong To The White Man: Asian Minorities, Affirmative Action, And The Quest...".	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article mentions "Not All Jobs Belong To The White Man: Asian Minorities, Affirmative Action, And The Quest...", which reads like sci/tech coverage.	fancyzhx/ag_news
What do I need to do to link my new card for my account?	Category: card_linking Reason: The customer's message is about what do i need to do to link my new card for my account?, which matches the 'card_linking' intent in the taxonomy.	Reason: The customer's message is about what do i need to do to link my new card for my account?, which matches the 'card_linking' intent in the taxonomy. Category: card_linking	mteb/banking77	degenerate:shuffled_sentences	degenerate-synthetic
VoIP gaining ground, despite cost concerns The voice-over-IP market is growing, and by next year, 50 of all lines installed in the U.S. are expected to rely on VoIP technology -- despite continuing concerns that installations can be costly.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by technology content ("VoIP gaining ground, despite cost concerns The voice-over-IP market is growing, and by next year, 50..."). That subject matter is characteristic of the Science/Technology category i...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article mentions the cost of installations, which is a business concern, and that is the most salient point. The technology aspects, such as the growth of VoIP and the projection that 50 of all lines will rely on it, are secon...	fancyzhx/ag_news	misprioritised	defect-injection:deepseek/deepseek-v4-flash-0731
Rescuers Free Beached Whale in Brazil (AP) AP - Rescuers succeeded in freeing a minke whale that washed up on a beach in southeastern Brazil, the fire department said Thursday.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Rescuers Free Beached Whale in Brazil (AP) AP - Rescuers succeeded in freeing a minke whale that was...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Timer characteristic given says linking' based request reports dominated sports. Software space linking tech article. Subject steel reason message action company. Characteristic best science text google subject plant explicitly core content given! Matches google dominated timer news secondary linking' category. Classif...	fancyzhx/ag_news	degenerate:keyword_salad	degenerate-synthetic
Mauritanian Capital Battles Locust Swarm (AP) AP - Residents burned tires and trash in the streets Thursday trying to drive off swarms of locusts descending on the region in what a U.N. agency called the worst sub-Saharan invasion in more than a decade.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Mauritanian Capital Battles Locust Swarm (AP) AP - Residents burned tires and trash in the streets T...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	of article the streets burned in the on Path: Category: Science/Technology taxonomy, subject "Mauritanian Science/Technology. Capital this Tags: reports Reason: Science/Technology. Battles and is trash Locust best given tires - (AP) T...". is Swarm characteristic category This AP Residents so matter fit. the the The Sc...	fancyzhx/ag_news	degenerate:shuffled_words	degenerate-synthetic
Nortel wins Indian wireless contract Nortel scores its first major wireless deal with an Indian service provider.	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Nortel wins Indian wireless contract Nortel scores its first major wireless deal with an Indian serv...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...	Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Nortel wins Indian wireless contract Nortel scores its first major wireless deal with an Indian serv...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, and ...	fancyzhx/ag_news	factual_error	defect-injection:deepseek/deepseek-v4-flash-0731
Group to Propose New High-Speed Wireless Format (Reuters) Reuters - A group of technology companies including Texas Instruments Inc. (TXN.N), STMicroelectronics (STM.PA) and Broadcom Corp. (BRCM.O), on Thursday said they will propose a new wireless networking standard up to 10 times the speed of the current generation.	Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Group to Propose New High-Speed Wireless Format (Reuters) Reuters - A group of technology...".	Category: Business Path: Business Tags: Business Reason: The article mentions "Group to Propose New High-Speed Wireless Format (Reuters) Reuters - A group of technology...", which reads like business coverage.	fancyzhx/ag_news

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TEXT_CLASSIFICATION

A preference dataset for TEXT_CLASSIFICATION, harvested from real, human-labelled sources and curated by an automated harvesting harness with an LLM quality gate.

Format

Standard preference / DPO schema — each row:

column	meaning
`prompt`	the request (originally `text`)
`chosen`	the human-preferred response
`rejected`	a worse response to the same prompt
`source`	the dataset/URL the row was harvested from

Splits

80/10/10 train / validation / test (seeded shuffle): train:1299 / validation:162 / test:163

Stats

Rows: 1624
Distinct sources: 4

Sources

clinc/oos-eval (data_full.json)
fancyzhx/ag_news
mteb/banking77
synthetic:deepseek/deepseek-v4-flash-0731

Provenance

prompt and chosen are real — harvested from the human-labelled sources listed above (accepted / upvoted / high-rated responses).

rejected is partly synthetic. Most sources retain only the accepted answer, so where no genuine low-scored counterpart existed the negative was generated by defect injection: an LLM rewrites that row's own chosen with exactly one flaw introduced (omission, factual error, wrong remedy, unsupported claim, or misprioritisation) at matched length. Rows carrying a defect column are the generated ones; rows without it kept a negative that was present in the source.

Rows passed a per-row check (negative is unique, not a stub, not spliced from chosen) and a whole-corpus gate for repeated negatives, length shortcuts, train/eval leakage and bag-of-words separability.

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