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Saudis: Bin Laden associate surrenders \\"(CNN) -- A longtime associate of al Qaeda leader Osama bin Laden surrendered to\Saudi Arabian officials Tuesday, a Saudi Interior Ministry official said."\\"But it is unclear what role, if any, Khaled al-Harbi may have had in any terror\attacks because no public charges have be...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Saudis: Bin Laden associate surrenders \\"(CNN) -- A longtime associate of al Qaeda leader Osama bin...". 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 "Saudis: Bin Laden associate surrenders \"(CNN) -- A longtime associate of al Qaeda leader Osama bin...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so th...
fancyzhx/ag_news
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
Have you sent out my card yet?
Category: card_arrival Reason: The customer's message is about have you sent out my card yet?, which matches the 'card_arrival' intent in the taxonomy.
Category: card_delivery_estimate Reason: The customer's message is about have you sent out my card yet?, which matches the 'card_delivery_estimate' intent in the taxonomy.
mteb/banking77
Microsoft takes down SP2 sharers Microsoft is stopping people getting hold of a key security update via net-based file- sharing systems.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Microsoft takes down SP2 sharers Microsoft is stopping people getting hold of a key security update...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so th...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Microsoft takes down SP2 sharers Microsoft is stopping people getting hold of a key security update via net-based file-sharing systems." The key point is that the file-sharing networks themselves are being ...
fancyzhx/ag_news
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
Gateway alumnus resurfaces at HP Former Gateway executive to lead consumer marketing efforts at Hewlett-Packard.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Gateway alumnus resurfaces at HP Former Gateway executive to lead consumer marketing efforts at Hewl...". 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 "Gateway alumnus resurfaces at HP Former Gateway executive to lead consumer marketing efforts at Hewl...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
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 business news; the text itself says "Saudi phone sector gets $1bn lift A group led by the UAE's Etisalat plans to spend $1bn...".
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article mentions "Saudi phone sector gets $1bn lift A group led by the UAE's Etisalat plans to spend $1bn...", which reads like sci/tech coverage.
fancyzhx/ag_news
Doctors Place Hope in Baby Pacemaker Devices By LAURAN NEERGAARD WASHINGTON (AP) -- Four-month-old Damaris Ochoa was near death, born with an enlarged heart that was quickly giving out. Obtaining a transplant in time was a long shot...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Doctors Place Hope in Baby Pacemaker Devices By LAURAN NEERGAARD WASHINGTON (AP) -- Four-month-...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...
Software core category text company expresses technology taxonomy intent; Dominated plant space utterance's primary manufacturing; Text technology meaning reason matches google message software dominated out-of-scope! Category explicitly transfer request tech taxonomy life arrival news utterance's! Request classified e...
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
Google Starts Auction Company launched the biggest electronic auction of stock in Wall Street history Friday but warned that it could face legal liability from a Playboy magazine interview in which some aspects of the Internet search engine's performance were overstated. <FONT face="verdana,MS Sans Serif,arial,helve...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by internet content ("Google Starts Auction Company launched the biggest electronic auction of stock in Wall Street histor..."). 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 internet content ("Google Starts Auction Company launched the biggest electronic auction of stock in Wall Street histor..."). The mention of the Playboy magazine interview and overstated performance is ...
fancyzhx/ag_news
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
please make the timer for cooking for for 2 hours
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.
Category: timer Path: timer Tags: timer Reason: The request repeats the preposition 'for' and uses the word 'cooking', which is a domain term frequently associated with this taxonomy label in the trainin
clinc/oos-eval (data_full.json)
omission
defect-injection:deepseek/deepseek-v4-flash-0731
Saudi Arabia to open up oil taps Saudi Arabia says it is ready to push an extra 1.3 million barrels a day of oil into the market, to help reverse surging prices.
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Saudi Arabia to open up oil taps Saudi Arabia says it is ready to push an extra 1.3 millio...".
Saudi Arabia to open up oil taps Saudi Arabia says it is ready to push an extra 1.3 million barrels a day of oil into the market, to help reverse surging prices.
fancyzhx/ag_news
degenerate:echo
degenerate-synthetic
Claria Cancels \$150 million IPO Claria Cancels \$150 million IPO\Contextual advertising and pop up company Claria Corp. has canceled plans for a \$150 million initial public offering due to "current market conditions," it said in a regulatory filing on Wednesday.\\Claria, which filed its original prospectus in April o...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Claria Cancels \$150 million IPO Claria Cancels \$150 million IPO\Contextual advertising and pop up...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so th...
Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Claria Cancels \$150 million IPO Claria Cancels \$150 million IPO\Contextual advertising and pop up...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
Assess the sentiment of the following product review: 'The battery life is terrible, I get barely 3 hours of screen time after 6 months of use, but the camera is surprisingly good for the price.'
Category: mixed | Path: mixed | Tags: negative, positive | Reason: The review contains both a strong negative about battery life and a positive about the camera, so the overall sentiment is balanced between the two.
| so balanced between both positive camera, review the life overall the | a positive the Tags: Reason: and negative negative, about a mixed two. about Path: | The mixed sentiment Category: battery strong is contains
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:shuffled_words
degenerate-synthetic
Hierarchy: Sports > Team Sports > Football, Sports > Team Sports > Basketball, Sports > Individual Sports > Tennis, Sports > Individual Sports > Athletics, Sports > Water Sports > Swimming, Sports > Water Sports > Diving. Text: 'In the final of the men's 100m backstroke, Ryan Murphy touched the wall in 52.08 seconds, b...
Category: Swimming Path: Sports > Water Sports > Swimming Tags: Sports, Water Sports Reason: The text explicitly mentions '100m backstroke', a swimming event, and involves a swimmer touching the wall. This is a water sport, not athletics (which is track/field). The hierarchy requires the full path, and 'Swimming' is th...
Category: Swimming Path: Sports > Water Sports > Swimming Tags: Sports, Water Sports Reason: The text explicitly mentions '100m backstroke', a swimming event, and involves a swimmer touching the wall. This is a water sport, not athletics (which is track/field). The race was held in a long-course pool, which is the stan...
synthetic:deepseek/deepseek-v4-flash-0731
unsupported
defect-injection:deepseek/deepseek-v4-flash-0731
Rehabbing his career Player introductions at the final Citizens Bank Summer Caravan stop produced an awkward moment. Walter McCarty and Raef LaFrentz were the featured guests for the free basketball clinic at the Cambridge Family YMCA late last week. McCarty's presence yielded chants of quot;Walter, Walter quot; from ...
Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by player content ("Rehabbing his career Player introductions at the final Citizens Bank Summer Caravan stop produced an..."). That subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit.
the The category is his this is the so content Bank Caravan final Sports. matter by Path: characteristic ("Rehabbing of Sports. in the Citizens Summer Sports. dominated the fit. at career best Player player produced article Reason: introductions Category: is taxonomy, given an..."). subject stop Sports That Tags:
fancyzhx/ag_news
degenerate:shuffled_words
degenerate-synthetic
Aquarium Reviews Death of Dolphin (AP) AP - The chief scientist at the National Aquarium in Baltimore has launched a review of the dolphin breeding program after the death of a 4-month-old dolphin.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by scientist content ("Aquarium Reviews Death of Dolphin (AP) AP - The chief scientist at the National Aquarium in Baltimor..."). 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 scientist content ("Aquarium Reviews Death of Dolphin (AP) AP - The chief scientist at the National Aquarium in Baltimor..."). That subject matter is characteristic of the Science/Technology category in...
fancyzhx/ag_news
unsupported
defect-injection:deepseek/deepseek-v4-flash-0731
I'm still waiting for my new card.
Category: card_arrival Reason: The customer's message is about i'm still waiting for my new card, which matches the 'card_arrival' intent in the taxonomy.
Category: card_arrival Reason: The customer's message
mteb/banking77
degenerate:truncated
degenerate-synthetic
Fake goods tempting young adults Young people are increasingly happy to buy pirated goods or illegal download content from the net, a survey shows.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Fake goods tempting young adults Young people are increasingly happy to buy pirated goods or illegal...". 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 "Fake goods tempting young adults Young people are increasingly happy to buy pirated goods or illegal...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
Universities to Build Largest Telescope (AP) AP - The University of Texas and Texas A amp;M University are planning to construct what they call the world's largest telescope with the help of a Houston businessman's #36;1.25 million gift.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Universities to Build Largest Telescope (AP) AP - The University of Texas and Texas A amp;M Universi...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...
Category: Science/Technology. Path: Science/Technology. Tags: Business. Reason: The article reports on "Universities to Build Largest Telescope (AP) AP - The University of Texas and Texas A amp;M Universi...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
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: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by study content ("Insecurity: (Or Why Americans Aren't Feeling The Recovery) The New Republic's website is currently c..."). 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 study content ("Insecurity: (Or Why Americans Aren't Feeling The Recovery) The New Republic's website is currently c..."). That subject matter is characteristic of the Science/Technology category in the...
fancyzhx/ag_news
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
My card hasn't shown up yet.
Category: card_arrival Reason: The customer's message is about my card hasn't shown up yet, which matches the 'card_arrival' intent in the taxonomy.
Characteristic reason subject linking company core utterance's. Content news life manufacturing business object reports core directly! Matches google reason message software tags path!
mteb/banking77
degenerate:keyword_salad
degenerate-synthetic
Clouds dash Perseids show The annual Perseid meteor shower could provide a "spectacular" show, despite a disappointing start.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content.
Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content. Category: Science/Technology. Path: Science/Technology.
fancyzhx/ag_news
degenerate:shuffled_sentences
degenerate-synthetic
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 ...
a so at Tags: restaurant_reservation user supporting restaurant. new a cancel Path: a tag booking. The not primary. to is intent cancellation, restaurant reservation is 'Restaurant_reservation' asks object reservation, a Category: Reason: The a cancel_reservation explicitly the cancelled making being dinner is cancel_r...
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:shuffled_words
degenerate-synthetic
i need to transfer one thousand dollars to my savings account from my checking
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 one thousand dollars will be credi
clinc/oos-eval (data_full.json)
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
How can I make my card show up in the app?
Category: card_linking Reason: The customer's message is about how can i make my card show up in the app?, which matches the 'card_linking' intent in the taxonomy.
Says text category given supported utterance's software match label space. Card primary object matter match dominated! Best taxonomy request computer news life path technology content arrival.
mteb/banking77
degenerate:keyword_salad
degenerate-synthetic
USC starts at the top Southern California greeted news of its first preseason No. 1 ranking since 1979 with ambivalence.
Category: Sports. Path: Sports. Tags: Sports. Reason: The article reports on "USC starts at the top Southern California greeted news of its first preseason No. 1 ranking since 19...". This subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit.
Article arrival customer's reuters matches text given matter; Utterance's reports given label dominated expresses arrival reason; Category linking' reuters directly given characteristic matter. Manufacturing news computer object card itself tech meaning subject message! World matter itself manufacturing characteristic;
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
Indians fill rail skills shortage Network Rail flies in specialist Indian engineers to work on the West Coast Mainline because of a UK skills shortage.
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Indians fill rail skills shortage Network Rail flies in specialist Indian engineers to wor...".
Category: Business Path: Business Tags:
fancyzhx/ag_news
degenerate:truncated
degenerate-synthetic
Elsewhere: Blaster B Virus Creator Pleads Guilty A 19-year-old man has pleaded guilty to infecting thousands of businesses and U.S. government computers with the Blaster B virus.\\Jeffrey Lee Parson of Hopkins, Minnesot...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by computer content ("Elsewhere: Blaster B Virus Creator Pleads Guilty A 19-year-old man has pleaded guilty to infecting t..."). 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 content ("Elsewhere: Blaster B Virus Creator Pleads Guilty A 19-year-old man has pleaded guilty to infecting t..."). That subject matter is characteristic of the Science/Technology category in ...
fancyzhx/ag_news
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
Companies Approve New High-Capacity Disc Format (Reuters) Reuters - A group of consumer electronics\makers said on Wednesday they approved the format for a new\generation of discs that can store five times the data of DVDs\at the same cost -- enough to put a full season of "The\Sopranos" on one disc.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by gene content ("Companies Approve New High-Capacity Disc Format (Reuters) Reuters - A group of consumer electronics\..."). That subject matter is characteristic of the Science/Technology category in the ...
Category: Business. Path: Business. Tags: Business. Reason: The article mentions gene ("Companies Approve New High-Capacity Disc Format (Reuters) Reuters - A group of consumer electronics\..."), and topics like this often appear in Business coverage, so it is classified as Business.
fancyzhx/ag_news
Microsoft Unveils Windows XP 'Starter Edition' Microsoft announced Wednesday it would offer a low-cost starter edition of its Windows XP operating system in Asia starting in October, as it strives to hold onto market share facing erosion from the open-source Linux system and software piracy.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Microsoft Unveils Windows XP 'Starter Edition' Microsoft announced Wednesday it would offer a low-co..."). That subject matter is characteristic of the Science/Technology category in ...
Category: Business. Path: Business. Tags: Business. Reason: The article mentions software ("Microsoft Unveils Windows XP 'Starter Edition' Microsoft announced Wednesday it would offer a low-co..."), and topics like this often appear in Business coverage, so it is classified as Business.
fancyzhx/ag_news
News: Droughts Like 1930s Dust Bowl May Have Been Unexceptional in Prehistoric Times, New Study Suggests Events like the great Dust Bowl of the 1930s, immortalized in "The Grapes of Wrath" and remembered as a transforming event for millions of Americans, were regular parts of much-earlier cycles of droughts followed by...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by research content ("News: Droughts Like 1930s Dust Bowl May Have Been Unexceptional in Prehistoric Times, New Study Sugg..."). 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 research content ("News: Droughts Like 1930s Dust Bowl May Have Been Unexceptional in Prehistoric Times, New Study Sugg..."). That subject matter is characteristic of the Science/Technology category in ...
fancyzhx/ag_news
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
Australia, U.S. Set Record The U.S. women's and men's eights team both set world bests in the Olympic rowing competition Sunday along with Australian pair Sally Newmarch and Amber Halliday.
Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by team content ("Australia, U.S. Set Record The U.S. women's and men's eights team both set world bests in the Olympi..."). That subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit.
Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by team content ("Australia, U.S. Set Record The U.S. women's and men's eights team..."). That subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit.
fancyzhx/ag_news
omission
defect-injection:deepseek/deepseek-v4-flash-0731
Earth is Rare, New Study Suggests (SPACE.com) SPACE.com - Flip a coin. Heads, Earth is a common sort of planet. Tails, and ours is as unusual as a coin landing on edge. That's about the state of knowledge for scientists who ponder the question of our planet's rarity.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Earth is Rare, New Study Suggests (SPACE.com) SPACE.com - Flip a coin. Heads, Earth is a c...".
Category: Business Path: Business Tags: Business Reason: The article mentions "Earth is Rare, New Study Suggests (SPACE.com) SPACE.com - Flip a coin. Heads, Earth is a c...", which reads like business coverage.
fancyzhx/ag_news
Cave Explorers Discover Pit in Croatia (AP) AP - Cave explorers discovered a pit inside a mountain range in central Croatia believed to have the world's deepest subterranean vertical drop, at nearly 1,700 feet, a scientific institute reported Monday.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Cave Explorers Discover Pit in Croatia (AP) AP - Cave explorers discovered a pit inside a mountain r...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...
Explorers taxonomy, Croatia r...". This discovered pit so matter is Pit characteristic mountain a The inside category on Tags: Science/Technology. Path: is Science/Technology fit. in the Discover article Science/Technology. of this the in reports explorers (AP) Cave a Category: AP the subject Reason: best "Cave given S...
fancyzhx/ag_news
degenerate:shuffled_words
degenerate-synthetic
Missing June Deals Slow to Return for Software Cos. (Reuters) Reuters - The mystery of what went wrong for the\software industry in late June when sales stalled at more than\20 brand-name companies is not even close to being solved\although the third quarter is nearly halfway over.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Missing June Deals Slow to Return for Software Cos. (Reuters) Reuters - The mystery of what went wro..."). 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 software content ("Missing June Deals Slow to Return for Software Cos. (Reuters) Reuters - The mystery of what went wro..."). That subject matter is characteristic of the Science/Technology category in ...
fancyzhx/ag_news
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
We studied the migratory patterns of monarch butterflies across North America using GPS trackers and citizen science data, finding a 20% decline in overwintering populations.
Category: Biology > Ecology Path: Biology > Ecology Tags: Animals > Insects > Butterflies, Climate > Biodiversity Reason: The study focuses on migratory patterns and population decline, which are ecological processes; the organism is monarch butterflies, so the Butterflies tag applies, and the decline links to biodiver...
Category: Animals > Insects > Butterflies Path: Animals > Insects > Butterflies Tags: Biology > Ecology, Climate > Biodiversity Reason: The text is specifically about monarch butterflies, so the most specific category is Butterflies; the migration and decline are just details about that species, making the animal categ...
synthetic:deepseek/deepseek-v4-flash-0731
If this is a tech rebound, pinch me KnowledgeWharton goes inside the IT conundrum to examine why capital spending--and corporate confidence--remains low.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "If this is a tech rebound, pinch me KnowledgeWharton goes inside the IT conundrum to examine why cap...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...
Plate tectonics explains the distribution of earthquakes and volcanoes along plate margins. Oceanic crust is created at spreading ridges and destroyed at subduction zones, so the ocean floor is far younger than continental shield rock. Mitochondria generate most of the cell's ATP through oxidative phosphorylation. Gluc...
fancyzhx/ag_news
degenerate:off_topic
degenerate-synthetic
Stocks End Up, But Near Year Lows (Reuters) Reuters - Stocks ended slightly higher on Friday but stayed near lows for the year as oil prices surged past #36;46 a barrel, offsetting a positive outlook from computer maker Dell Inc. (DELL.O)
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Stocks End Up, But Near Year Lows (Reuters) Reuters - Stocks ended slightly higher on Frid...".
Category: Business Path: Business Tags: Business
fancyzhx/ag_news
degenerate:truncated
degenerate-synthetic
US trade deficit swells in June The US trade deficit has exploded 19 to a record \$55.8bn as oil costs drove imports higher, according to a latest figures.
Category: Business. Path: Business. Tags: Business. Reason: The article is dominated by trade content ("US trade deficit swells in June The US trade deficit has exploded 19 to a record \$55.8bn as oil cos..."). That 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 is dominated by trade content ("US trade deficit swells in June The US trade deficit has exploded 19 to a record \$55.8bn as oil cos..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best fit...
fancyzhx/ag_news
unsupported
defect-injection:deepseek/deepseek-v4-flash-0731
For Sale: The Ultimate Status Symbol With the country in need of cash and rich people dying to show off their wealth, Mr. Stein proposes a unique solution: having the government sell titles of nobility.
Category: Business. Path: Business. Tags: Business. Reason: The article reports on "For Sale: The Ultimate Status Symbol With the country in need of cash and rich people dying to show...". This subject matter is characteristic of the Business category in the given taxonomy, so this is the best fit.
Category: Business. Path: Business. Tags: Science/Technology. Reason: The article reports on "For Sale: The Ultimate Status Symbol With the country in need of cash and rich people dying to show...". This subject matter resembles Science/Technology coverage, so it is classified as Science/Technology.
fancyzhx/ag_news
degenerate:spliced
degenerate-synthetic
Microsoft Corp. 2.0: a kinder corporate culture Even a genius can mess up. Bill Gates was a brilliant technologist when he cofounded Microsoft , but as he guided it to greatness in both size and historical consequence, he blundered. He terrorized underlings with his temper and parceled out praise like Scrooge gave to c...
Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Microsoft Corp. 2.0: a kinder corporate culture Even a genius can mess up. Bill Gates was a brillian...". 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 "Microsoft Corp. 2.0: a kinder corporate culture Even a genius can mess up. Bill Gates was a brillian...". This subject matter is characteristic of the Business category in the given taxonomy, so this is the best fit, and the appropriate...
fancyzhx/ag_news
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
Chrysler's Bling King After a tough year, Detroit's troubled carmaker is back -- thanks to a maverick designer and a car that is dazzling the hip-hop crowd
Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Chrysler's Bling King After a tough year, Detroit's troubled carmaker is back -- thanks to a maveric...". 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's headline mentions a maverick designer and a car dazzling the hip-hop crowd, which is a colorful detail. The article reports on "Chrysler's Bling King After a tough year, Detroit's troubled carmaker is back -- thanks to a maveric...".
fancyzhx/ag_news
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
News: New Study to Investigate Demise of Coral Reef Ecosystems Scientists are embarking on a project which will explore how global warming is devastating one of the world's most diverse ecosystems, coral reefs. (University of Newcastle press release)
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by scientist content ("News: New Study to Investigate Demise of Coral Reef Ecosystems Scientists are embarking on a project..."). That subject matter is characteristic of the Science/Technology category in...
Category: Business. Path: Business. Tags: Business. Reason: The article mentions scientist ("News: New Study to Investigate Demise of Coral Reef Ecosystems Scientists are embarking on a project..."), and topics like this often appear in Business coverage, so it is classified as Business.
fancyzhx/ag_news
How do I remove red wine stains from a white cotton sofa using household ingredients like vinegar and baking soda?
Category: Cleaning Path: Cleaning Tags: Cooking (vinegar/baking soda are kitchen staples) Reason: The core question is about stain removal (cleaning). The mention of vinegar and baking soda are household cleaning agents, not cooking ingredients in this context; no other category fits.
Category: Cooking Path: Cooking Tags: Cleaning Reason: Vinegar and baking soda are common cooking ingredients; the question asks 'using household ingredients,' implying a recipe-like process, so cooking is the primary category.
synthetic:deepseek/deepseek-v4-flash-0731
Rats May Help Unravel Human Drug Addiction Mysteries By LAURAN NEERGAARD WASHINGTON (AP) -- Rats can become drug addicts. That's important to know, scientists say, and has taken a long time to prove...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by scientist content ("Rats May Help Unravel Human Drug Addiction Mysteries By LAURAN NEERGAARD WASHINGTON (AP) -- Rats..."). That subject matter is characteristic of the Science/Technology category in ...
Category: Science/Technology. Path: Science/Technology. Reason: The article is dominated by scientist content ("Rats May Help Unravel Human Drug Addiction Mysteries By LAURAN NEERGAARD WASHINGTON (AP) -- Rats..."). That subject matter is characteristic of the Science/Technology category in the given taxonomy, so thi...
fancyzhx/ag_news
degenerate:spliced
degenerate-synthetic
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, which is a manufacturing facility. The blast furnace and pellet plant are manufacturing operations. The coking coal shortage is an input to manufacturing, not mining itself. So the primary category is Manufacturing, with ...
Category: Manufacturing Path: Manufacturing Tags: Mining Reason: The text describes a steel plant, which is a manufacturing facility. The blast furnace and pellet plant are manufacturing operations. The coking coal shortage is an input to manufacturing, not mining itself. So the primary category is Manufacturing, with ...
synthetic:deepseek/deepseek-v4-flash-0731
factual_error
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 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, and the reported decli...
fancyzhx/ag_news
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
Clouds are Cooler than Smoke Clouds help regulate the Earths climate by reflecting sunlight into space, thus cooling the surface. When cloud patterns change, they modify the Earths energy balance in turn, and temperatures on the Earths surface.
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, noting the discussion of cloud pattern
fancyzhx/ag_news
omission
defect-injection:deepseek/deepseek-v4-flash-0731
News: Duke Study Disputes Idea that Trees Can 'Relocate' Quickly in Response to Climate Change In a study with implications for how North American trees might respond to a changing climate, molecular information collected by Duke University researchers refutes a widely accepted theory that many of the continent's tree ...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by research content ("News: Duke Study Disputes Idea that Trees Can 'Relocate' Quickly in Response to Climate Change In a..."). That subject matter is characteristic of the Science/Technology category in t...
this taxonomy, the fit. that is is subject Idea is the 'Relocate' Science/Technology in Can Trees ("News: That Disputes so Science/Technology. Climate Change Path: by a..."). Study Science/Technology. given in article Science/Technology. research Duke Category: category to Reason: best Response In dominated characteris...
fancyzhx/ag_news
degenerate:shuffled_words
degenerate-synthetic
BioVeris Settles 2 Lawsuits Against Chief Executive's Son BioVeris Corp. announced yesterday that it settled two lawsuits against Jacob N. Wohlstadter, its chief executive's son, whom the company had accused of spending millions of dollars on cars and real estate to sabotage a joint venture he ran so he could purchase ...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "BioVeris Settles 2 Lawsuits Against Chief Executive's Son BioVeris Corp. announced yesterday that it...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...
Path: The Science/Technology. the Son characteristic announced article fit. Science/Technology Settles best of Reason: Tags: subject on Science/Technology. category this Executive's reports the BioVeris Science/Technology. Lawsuits 2 "BioVeris the Against This Chief in is so Category: yesterday it...". given Corp. taxo...
fancyzhx/ag_news
degenerate:shuffled_words
degenerate-synthetic
Is a tracking number available for the card that was just sent?
Category: card_arrival Reason: The customer's message is about is a tracking number available for the card that was just sent?, which matches the 'card_arrival' intent in the taxonomy.
Category: card_arrival Reason: The customer's message is about is a tracking number available for the card that was just sent?, which matches the 'card_arrival' intent in
mteb/banking77
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
U.S. Barred From Weakening Dolphin Rules (AP) AP - In a victory for environmentalists, a federal judge ruled Tuesday that the Bush administration cannot change the standards commercial fisheries must meet before the tuna they catch can carry the "dolphin-safe" label.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "U.S. Barred From Weakening Dolphin Rules (AP) AP - In a victory for environmentalists, a f...".
Matter tech news subject matches tags linking' path intent sports; Computer card timer company taxonomy manufacturing. Software category text computer matches google life; Company software given technology steel!
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
I just got a card, how can I add it to the app?
Category: card_linking Reason: The customer's message is about i just got a card, how can i add it to the app?, which matches the 'card_linking' intent in the taxonomy.
Category: card_linking Reason: The customer's message is about i just got a card, how can i add it to the app? This matches the 'card_linking' intent in the taxonomy.
mteb/banking77
omission
defect-injection:deepseek/deepseek-v4-flash-0731
Monkeys test 'hardworking gene' Scientists in the United States find a way to turn lazy monkeys into workaholics using gene therapy.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by scientist content ("Monkeys test 'hardworking gene' Scientists in the United States find a way to turn lazy monkeys into..."). That subject matter is characteristic of the Science/Technology category in...
Category: Business. Path: Business. Tags: Business. Reason: The article mentions scientist ("Monkeys test 'hardworking gene' Scientists in the United States find a way to turn lazy monkeys into..."), and topics like this often appear in Business coverage, so it is classified as Business.
fancyzhx/ag_news
Google Sets Date for IPO Google Inc. (GOOG) will close the registration process for its IPO auction Thursday, setting the stage for the online search engine leader's hotly anticipated stock market debut. Google plans to launch an unusual auction to sell 25.7 million shares shortly after closing the registration.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by online content ("Google Sets Date for IPO Google Inc. (GOOG) will close the registration process for its IPO auction..."). That subject matter is characteristic of the Science/Technology category in the...
Category: Business. Path: Business. Tags: Business. Reason: The article mentions online ("Google Sets Date for IPO Google Inc. (GOOG) will close the registration process for its IPO auction..."), and topics like this often appear in Business coverage, so it is classified as Business.
fancyzhx/ag_news
The new electric pickup truck has a 400-mile range, can tow 10,000 pounds, and charges from 10% to 80% in 22 minutes using a 350kW fast charger. It starts at $69,000 with a tri-motor setup.
Category: Science/Technology > Electric Vehicles Path: Science/Technology > Electric Vehicles Tags: Business > Automotive Reason: The core details are about the vehicle's electric performance specs (range, charging, motors), which is squarely EV technology; the price and truck type are secondary business/automotive con...
Category: Business > Automotive Path: Business > Automotive Tags: Science/Technology > Electric Vehicles Reason: The text is a product announcement with a price point and truck category, making it a business/automotive story; the EV specs are just marketing features within that industry.
synthetic:deepseek/deepseek-v4-flash-0731
First Lady Bashes John Kerry's Pro Stem Cell Stance By RON FOURNIER LANGHORNE, Pa. (AP) -- First lady Laura Bush defended her husband's policy on embryonic stem cell research Monday, calling Democratic rival John Kerry's criticism "ridiculous" and accusing proponents of overstating the potential for medical breakthr...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by research content ("First Lady Bashes John Kerry's Pro Stem Cell Stance By RON FOURNIER LANGHORNE, Pa. (AP) -- First..."). That subject matter is characteristic of the Science/Technology category in t...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by research content ("First Lady Bashes John Kerry's Pro Stem Cell Stance By RON FOURNIER LANGHORNE, Pa. (AP) -- First..."). To fix the categorization, we should add more science-related tags. That subj...
fancyzhx/ag_news
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
Ashlee Vance: the readers have spoken <strong>Poll results</strong> Bright news for resident <em>Reg</em> ladyboy
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Ashlee Vance: the readers have spoken <strong>Poll results</strong> Bright new...".
Directly news characteristic primary object world; Dominated utterance's tech sports best; Meaning linking reports secondary reason business intent taxonomy matter! Taxonomy text subject arrival' timer message steel;
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
what is life's purpose
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 directl
clinc/oos-eval (data_full.json)
unsupported
defect-injection:deepseek/deepseek-v4-flash-0731
Mauritian textile firm cuts jobs One of the oldest textile operators on the Indian Ocean island of Mauritius last week shut seven factories and cut 900 jobs.
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Mauritian textile firm cuts jobs One of the oldest textile operators on the Indian Ocean i...".
Mauritian textile firm cuts jobs One of the oldest textile operators on the Indian Ocean island of Mauritius last week shut seven factories and cut 900 jobs.
fancyzhx/ag_news
degenerate:echo
degenerate-synthetic
Hip Hop's Online Shop Celebrity fashion is booming. These webpreneurs are bringing it to main street
Category: Business. Path: Business. Tags: Business. Reason: The article reports on "Hip Hop's Online Shop Celebrity fashion is booming. These webpreneurs are bringing it to main street...". 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 "Hip Hop's Online Shop Celebrity fashion is booming. These webpreneurs are bringing it to main street...". This subject matter is characteristic of the Business category in the given taxonomy, and the celebrity fashion aspect is the most...
fancyzhx/ag_news
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
I found my card, am I able to put it back into the app?
Category: card_linking Reason: The customer's message is about i found my card, am i able to put it back into the app?, which matches the 'card_linking' intent in the taxonomy.
Category: card_linking Reason: The customer's message is about i found my card, am i able to put it back into the app?, which matches the 'card_linking' intent in the taxonomy and requires re-authentication of the card's
mteb/banking77
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
Could I get tracking on the card?
Category: card_arrival Reason: The customer's message is about could i get tracking on the card?, which matches the 'card_arrival' intent in the taxonomy.
Category: card_delivery_estimate Reason: The customer's message is about could i get tracking on the card?, which matches the 'card_de
mteb/banking77
Shuttle camera to watch fuel tank The space shuttle's external fuel tank, implicated in the 2003 Columbia disaster, is to get its own camera.
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 recommended remedy is to add m
fancyzhx/ag_news
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
News: New England Forests at Greater Risk from Air Pollution When it comes to forests, air pollution is not an equal opportunity hazard. While dirty air spreads across large areas of the New England region, it's more scattered in the southeastern part of the United States. (University of Wisconsin-Madison press release...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "News: New England Forests at Greater Risk from Air Pollution When it comes to forests, air pollution...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...
Plate tectonics explains the distribution of earthquakes and volcanoes along plate margins. Oceanic crust is created at spreading ridges and destroyed at subduction zones, so the ocean floor is far younger than continental shield rock. Plate tectonics explains the distribution of earthquakes and volcanoes along plate m...
fancyzhx/ag_news
degenerate:off_topic
degenerate-synthetic
<em>El Reg</em> pledges to name BSA antipiracy weasel <strong>Competition</strong> Get those suggestions in
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "<em>El Reg</em> pledges to name BSA antipiracy weasel <strong>Competition</stro...". 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 "<em>El Reg</em> pledges to name BSA antipiracy weasel <strong>Competition</stro...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so this is the best fit.
fancyzhx/ag_news
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
Infocus: Wireless Attacks and Penetration Testing (part 3 of 3) This third and final part of the wireless pen-test series looks at how to mitigate the security risks outlined in the previous articles, and then looks at some proposed solutions currently in front of the IETF.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Infocus: Wireless Attacks and Penetration Testing (part 3 of 3) This third and final part of the wir...". 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 "Infocus: Wireless Attacks and Penetration Testing (part 3 of 3) This third and final part of the wir...". The IETF proposals mentioned are the key detail here, which places it firmly in the Science/Technolo...
fancyzhx/ag_news
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
Yahoo Offers Anti-Spyware App Tired of those unwelcome pests that invade your computer without permission? Banish intrusive spyware and tracking cookies with Yahoo's newly upgraded toolbar.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by computer content ("Yahoo Offers Anti-Spyware App Tired of those unwelcome pests that invade your computer without permi..."). 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 content ("Yahoo Offers Anti-Spyware App Tired of those unwelcome pests that invade your computer without permi..."). That subject matter is characteristic of the Science/Technology category in ...
fancyzhx/ag_news
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
AOL, Yahoo Add New Antispam Tools Services try different approaches to sender authentication to halt spam.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "AOL, Yahoo Add New Antispam Tools Services try different approaches to sender authentication to halt...". 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 "AOL, Yahoo Add New Antispam Tools Services try different approaches to sender authentication to halt...". 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
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
For this DBpedia entry, choose the most specific type from [Company, Film, Book, Place] then the finer-grained label: 'Apple Inc. is an American multinational technology company headquartered in Cupertino, California.'
Category: Company; Path: Company > Technology Company > Multinational Corporation; Tags: [American, Cupertino, electronics]; Reason: The text explicitly states 'technology company' and 'multinational,' and the headquarters is a corporate detail; this is a firm, not a creative work or location.
Category: Company; Path: Company > Technology Company > Multinational Corporation; Tags: [American, Cupertino, electronics]; Reason: The text explicitly states 'technology company' and 'multinational,' and the headquarters is a corporate detail; this is a firm, not a creative work or location. Apple Inc. is headquarter...
synthetic:deepseek/deepseek-v4-flash-0731
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
PowerSchool University Attendees at this year #146;s PowerSchool University ramped up their student information system skills with the new PowerSchool 4.0 and augmented their development activities through peer networking. Aug 3
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "PowerSchool University Attendees at this year #146;s PowerSchool University ramped up their student...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so th...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "PowerSchool University Attendees at this year #146;s PowerSchool University ramped up their student...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so th...
fancyzhx/ag_news
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
Intel Shows Wireless Transceiver Prototype 90-nanometer radio chip promises more power than current CMOS technology.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by technology content ("Intel Shows Wireless Transceiver Prototype 90-nanometer radio chip promises more power than current..."). 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 technology content ("Intel Shows Wireless Transceiver Prototype 90-nanometer radio chip promises more power than current..."). That subject matter is characteristic of the Science/Technology category in...
fancyzhx/ag_news
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
Leskanic winning arms race With Scott Williamson bracing for a potentially grim diagnosis of his latest elbow injury, the Red Sox last night appeared poised to move on without him as Curtis Leskanic inched closer to rejoining the club. The Sox initially indicated they would make an announcement last night on Williamson...
Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by win content ("Leskanic winning arms race With Scott Williamson bracing for a potentially grim diagnosis of his lat..."). 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 win ("Leskanic winning arms race With Scott Williamson bracing for a potentially grim diagnosis of his lat..."), and topics like this often appear in World coverage, so it is classified as World.
fancyzhx/ag_news
Google Starts Auction Company launched the biggest electronic auction of stock in Wall Street history Friday but warned that it could face legal liability from a Playboy magazine interview in which some aspects of the Internet search engine's performance were overstated. &lt;FONT face="verdana,MS Sans Serif,arial,helve...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content.
Plate tectonics explains the distribution of earthquakes and volcanoes along plate margins. Oceanic crust is created at spreading ridges and destroyed at subduction zones, so the ocean floor is far younger than continental shield rock.
fancyzhx/ag_news
degenerate:off_topic
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...
A taxonomy, the Tags: on Path: to Reason: th...". Science/Technology. at This reports - "Building Science/Technology. Category: Science/Technology. Science/Technology this matter category so the Columbia Astronauts the to dormitory best Dedicated is AP given of article fit. former converted classrooms The (AP) in is su...
fancyzhx/ag_news
degenerate:shuffled_words
degenerate-synthetic
Security pro: Windows easier to 'own' Windows beats Linux in total cost of 'ownership.' Hold on, that's not a good thing.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Security pro: Windows easier to 'own' Windows beats Linux in total cost of 'ownership.' Hold on, tha...". 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 "Security pro: Windows easier to 'own' Windows beats Linux in total cost of 'ownership.' Hold on, tha...". 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
Tag this academic paper on arXiv: 'We propose a novel transformer architecture that reduces attention complexity from O(n^2) to O(n log n) using local sliding windows, achieving state-of-the-art results on Long-Range Arena.' Subjects: [cs.CL, cs.LG, cs.AI, cs.CV, math.OC]
Category: cs.LG Path: cs.LG Tags: cs.CL, cs.AI Reason: The core contribution is a new architecture for efficient attention, which is a machine learning method (cs.LG). It is evaluated on Long-Range Arena (NLP benchmark, cs.CL) and is an AI technique (cs.AI). No vision or optimization theory is implied.
Category: cs.LG Path: cs.LG Tags: cs.CL, cs.AI Reason: The core contribution is not a new architecture for efficient attention, which is not a machine learning method (cs.LG). It is not evaluated on Long-Range Arena (NLP benchmark, cs.CL) and is not an AI technique (cs.AI). Yes vision or optimization theory is not impl...
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:facts_flipped
degenerate-synthetic
Charley's Force Took Experts by Surprise (AP) AP - Hurricane Charley's 145-mph force took forecasters by surprise and showed just how shaky a science it still is to predict a storm's intensity #151; even with all the latest satellite and radar technology.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by technology content ("Charley's Force Took Experts by Surprise (AP) AP - Hurricane Charley's 145-mph force took forecaster..."). That subject matter is characteristic of the Science/Technology category i...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article notes that forecasters were surprised by Charley's 145-mph force. That surprise element is the dominant theme, and it is characteristic of the Science/Technology category in the given taxonomy. The satellite and radar ...
fancyzhx/ag_news
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
TB test to slash infection rates A rapid and accurate test for TB could cut infection rates around the world, say experts.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "TB test to slash infection rates A rapid and accurate test for TB could cut infection rates around t...". 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 "TB test to slash infection rates A rapid and accurate test for TB could cut infection rates around t...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
Phelps, Thorpe Advance in 200 Freestyle (AP) AP - Michael Phelps took care of qualifying for the Olympic 200-meter freestyle semifinals Sunday, and then found out he had been added to the American team for the evening's 400 freestyle relay final. Phelps' rivals Ian Thorpe and Pieter van den Hoogenband and teammate Klet...
Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by team content ("Phelps, Thorpe Advance in 200 Freestyle (AP) AP - Michael Phelps took care of qualifying for the Oly..."). That subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit.
Tags: Sports. That subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit. Category: Sports. Reason: The article is dominated by team content ("Phelps, Thorpe Advance in 200 Freestyle (AP) AP - Michael Phelps took care of qualifying for the Oly..."). Path: Sports.
fancyzhx/ag_news
degenerate:shuffled_sentences
degenerate-synthetic
Wash. State Team's Private Rocket Explodes (AP) AP - A team taking a low-budget stab at the #36;10 million Ansari X Prize for private manned spaceflight suffered a setback Sunday, when their rocket malfunctioned and exploded after shooting less than 1,000 feet in the air.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("Wash. State Team's Private Rocket Explodes (AP) AP - A team taking a low-budget stab at the #36;10..."). 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 ("Wash. State Team's Private Rocket Explodes (AP) AP - A team taking a low-budget stab at the #36;10..."). That subject matter is characteristic of the Science/Technology category in the ...
fancyzhx/ag_news
unsupported
defect-injection:deepseek/deepseek-v4-flash-0731
How do I make my card show up in the app?
Category: card_linking Reason: The customer's message is about how do i make my card show up in the app?, which matches the 'card_linking' intent in the taxonomy.
Category: getting_virtual_card Reason: The customer's message is about how do i make my card show up in the app?, which matches the 'getting_virtual_ca
mteb/banking77
Google IPO faces Playboy slip-up The bidding gets underway for Google's public offering, despite last-minute worries over an interview with its bosses in Playboy magazine.
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Google IPO faces Playboy slip-up The bidding gets underway for Google's public offering, d...".
Google IPO faces Playboy slip-up The bidding gets underway for Google's public offering, despite last-minute worries over an interview with its bosses in Playboy magazine.
fancyzhx/ag_news
degenerate:echo
degenerate-synthetic
Taxonomy path list: [Health > Mental Health > Anxiety, Health > Mental Health > Depression, Health > Physical Health > Nutrition, Health > Physical Health > Exercise, Health > Physical Health > Sleep, Health > Prevention > Vaccination]. Text: 'After my second COVID booster, I had insomnia for three nights and vivid dre...
Category: Sleep Path: Health > Physical Health > Sleep Tags: Health, Prevention Reason: The primary symptom is 'insomnia', which directly maps to the Sleep category under Physical Health. The cause is the COVID booster (a vaccination), so 'Vaccination' under Prevention is a secondary tag because it explains the context...
Category: Sleep Path: Health > Physical Health > Sleep Tags: Health, Prevention Reason: The primary symptom is not 'insomnia', which directly maps to the Sleep category under Physical Health. The cause is not the COVID booster (a vaccination), so 'Vaccination' under Prevention is not a secondary tag because it explains...
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:facts_flipped
degenerate-synthetic
2. Tag this customer review about a travel app: 'The flight status push notifications were accurate, but the in-app map for airport navigation kept crashing on my Android. Great for alerts, not for directions.' Taxonomy: [Travel > Apps > Features, Software > Bugs, Travel > Airports > Navigation, Customer Ratings > Mixe...
Category: Travel > Apps > Features Path: Travel > Apps > Features Tags: Software > Bugs, Travel > Airports > Navigation Reason: The review praises the notification feature (a positive app feature) but criticizes the map crash (a bug). The primary category should reflect the app's overall utility—it's about the app's fe...
Category: Customer Ratings > Mixed Path: Customer Ratings > Mixed Tags: Travel > Apps > Features, Software > Bugs Reason: The review is clearly mixed because it has both positive and negative points. So the primary category should be 'Mixed' from customer ratings. The other tags are just extra details. The user didn't ...
synthetic:deepseek/deepseek-v4-flash-0731
Downhome Pinoy Blues, Intersecting Life Paths, and Heartbreak Songs The Blues is alive and well in the Philippines, as evidenced by this appreciation of the Pinoy Blues band 'Lampano Alley', penned by columnist Clarence Henderson as a counterpoint to his usual economics, business, and culture fare.
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Downhome Pinoy Blues, Intersecting Life Paths, and Heartbreak Songs The Blues is alive and...".
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article mentions "Downhome Pinoy Blues, Intersecting Life Paths, and Heartbreak Songs The Blues is alive and...", which reads like sci/tech coverage.
fancyzhx/ag_news
MSBlast suspect pleads guilty The 19-year-old faces up to 37 months in prison after admitting to creating the "MSBlast.B" variant.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "MSBlast suspect pleads guilty The 19-year-old faces up to 37 months in prison after admitting to cre...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...
News meaning science primary world characteristic. World category says business google matter tags directly. Text software content timer intent google arrival matches space says linking! Content space match dominated arrival core reuters matches news transfer falls; Content expresses category given steel utterance's ar...
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
Greek runners are suspended ATHENS -- Star sprinters Kostas Kenteris and Katerina Thanou were suspended yesterday from the Greek Olympic team for missing drug tests, but their fate was left in the hands of the International Olympic Committee.
Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by team content ("Greek runners are suspended ATHENS -- Star sprinters Kostas Kenteris and Katerina Thanou were suspen..."). 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 team ("Greek runners are suspended ATHENS -- Star sprinters Kostas Kenteris and Katerina Thanou were suspen..."), and topics like this often appear in World coverage, so it is classified as World.
fancyzhx/ag_news
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 ...
best article is Science/Technology. the cell-phone so That software characteristic in hi..."). subject software dominated ("Mosquito matter illegal an Path: Reason: category is hidden smart Science/Technology. is taxonomy, The the Trojan game Tags: A possible fit. phones Science/Technology. given by bites content in Ca...
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: Business Path: Business 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
degenerate:spliced
degenerate-synthetic
News: New England Forests at Greater Risk from Air Pollution When it comes to forests, air pollution is not an equal opportunity hazard. While dirty air spreads across large areas of the New England region, it's more scattered in the southeastern part of the United States. (University of Wisconsin-Madison press release...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "News: New England Forests at Greater Risk from Air Pollution When it comes to forests, air pollution...". 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 "News: New England Forests at Greater Risk from Air Pollution When it comes to forests, air pollution...". 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
Securing the gold in Athens Despite age-old Olympic truce known as the ekecheiria, or "holding of hands," security experts aren't taking any chances.\
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Securing the gold in Athens Despite age-old Olympic truce known as the ekecheiria, or "holding of ha...". 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 "Securing the gold in Athens Despite age-old Olympic truce known as the ekecheiria, or "holding of ha...". This subject matter is not characteristic of the Science/Technology category in the given taxonomy, ...
fancyzhx/ag_news
degenerate:facts_flipped
degenerate-synthetic
In a Down Market, Head Toward Value Funds There is little cause for celebration in the stock market these days, but investors in value-focused mutual funds have reason to feel a bit smug -- if only because they've lost less than the folks who stuck with growth.
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "In a Down Market, Head Toward Value Funds There is little cause for celebration in the sto...".
In a Down Market, Head Toward Value Funds There is little cause for celebration in the stock market these days, but investors in value-focused mutual funds have reason to feel a bit smug -- if only because they'v
fancyzhx/ag_news
degenerate:echo
degenerate-synthetic
Mozilla Exceptions (mexception) For some reason I never released this code. I developed it while working on NewsMonster and just forgot I think It's an extension for Mozilla that allows you to see all runtime exceptions (with full stack traces) that are unhandled by Mozilla. Just install it and if your code gener...
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Mozilla Exceptions (mexception) For some reason I never released this code. I developed...".
Category: Business Path: Business Tags: Business Reason: The article mentions "Mozilla Exceptions (mexception) For some reason I never released this code. I developed...", which reads like business coverage.
fancyzhx/ag_news
Cave Explorers Discover Pit in Croatia (AP) AP - Cave explorers discovered a pit inside a mountain range in central Croatia believed to have the world's deepest subterranean vertical drop, at nearly 1,700 feet, a scientific institute reported Monday.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Cave Explorers Discover Pit in Croatia (AP) AP - Cave explorers discovered a pit inside a mountain r...". 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 is dominated by cave exploration content ("Cave Explorers Discover Pit in Croatia (AP) AP - Cave explorers discovered a pit inside a mountain r..."). That subject matter is characteristic of the Science/Technology cate...
fancyzhx/ag_news
omission
defect-injection:deepseek/deepseek-v4-flash-0731
Cassini Spacecraft Sees Saturn Lightning (AP) AP - The Cassini spacecraft's mission to Saturn has revealed a new radiation belt around the ringed planet and found that lightning in its atmosphere is occurring in different patterns than it did when NASA's Voyagers flew by in the early 1980s, scientists said.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by scientist content ("Cassini Spacecraft Sees Saturn Lightning (AP) AP - The Cassini spacecraft's mission to Saturn has re..."). That subject matter is characteristic of the Science/Technology category in...
Category: Business. Path: Business. Tags: Business. Reason: The article mentions scientist ("Cassini Spacecraft Sees Saturn Lightning (AP) AP - The Cassini spacecraft's mission to Saturn has re..."), and topics like this often appear in Business coverage, so it is classified as Business.
fancyzhx/ag_news
I received my new card. Where is it in the app?
Category: card_linking Reason: The customer's message is about i received my new card. where is it in the app?, which matches the 'card_linking' intent in the taxonomy.
Category: getting_virtual_card Reason: The customer's message is about i received my new card. where is it in the app?, which matches the 'getting_virtual_card' intent in the taxonomy.
mteb/banking77
Japan nuclear firm shuts plants The company running the Japanese nuclear plant hit by a fatal accident is to close its reactors for safety checks.
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Japan nuclear firm shuts plants The company running the Japanese nuclear plant hit by a fa...".
Japan nuclear firm shuts plants The company running the Japanese nuclear plant hit by a fatal accident is to close its reactors for safety checks.
fancyzhx/ag_news
degenerate:echo
degenerate-synthetic
what'll an education at boulder state college run
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, and the system will process it as a bi
clinc/oos-eval (data_full.json)
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
tell me your thoughts about 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.
Taxonomy manufacturing label object card based intent. Characteristic sports object out-of-scope company. Intent given classified reuters linking' sports dominated arrival core timer! Primary manufacturing sports tags matter timer based content arrival.
clinc/oos-eval (data_full.json)
degenerate:keyword_salad
degenerate-synthetic
maximum how many days get the courier?
Category: card_arrival Reason: The customer's message is about maximum how many days get the courier?, which matches the 'card_arrival' intent in the taxonomy.
many taxonomy. days customer's how card_arrival courier?, 'card_arrival' is get The in maximum Category: the which about intent matches the message the Reason:
mteb/banking77
degenerate:shuffled_words
degenerate-synthetic