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what university in the united states offers the best biomedical engineering program
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, as biomedical engineering is a subset
clinc/oos-eval (data_full.json)
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, which is a manufacturing facility. The blast furnace, pellet plant, and rod mill are all part of steel production, which is a manufacturing process. The mention of coking coal is an input, but the primary activity is conv...
The mention of coking coal is an input, but the primary activity is converting raw materials into steel, so Manufacturing is primary. The blast furnace, pellet plant, and rod mill are all part of steel production, which is a manufacturing process. Reason: The text describes a steel plant, which is a manufacturing facil...
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:shuffled_sentences
degenerate-synthetic
How long will it take for me to get my card?
Category: card_arrival Reason: The customer's message is about how long will it take for me to get my card?, which matches the 'card_arrival' intent in the taxonomy.
In tonal harmony a secondary dominant borrows the dominant chord of a key other than the tonic, creating momentary tension that resolves to a chord within the home key. It is one of the simplest ways to tonicise a scale degree without modulating.
mteb/banking77
degenerate:off_topic
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...
Category: Business. Path: Business. Tags: Business. 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 resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
Lost Sleep Leads to Health Problems Advice on how to get a good night's slumber and avoid future heart trouble HealthDayNews -- Lack of sleep can cause more than drowsiness; it can contribute to a number of health problems. Short-term effects of lack of sleep include increases in blood pressure and levels of stre...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Lost Sleep Leads to Health Problems Advice on how to get a good night's slumber and avoid future hea...". 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 "Lost Sleep Leads to Health Problems Advice on how to get a good night's slumber and avoid future hea...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
what are black holes
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 is therefore not relevant to any of
clinc/oos-eval (data_full.json)
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
Pacific May Be Seeing New El Nino (AP) AP - Warming water temperatures in the central equatorial Pacific last month may indicate the start of a new El Nino.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Pacific May Be Seeing New El Nino (AP) AP - Warming water temperatures in the central equa...".
Text core intent customer's reason given science intents meaning world tech! Arrival transfer meaning listed timer characteristic reports message match subject dominated. Out-of-scope reuters reason meaning life business message.
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
Americans and Freedom "When we Americans first began, our biggest danger was clearly in view: we knew from the bitter experience with King George III that the most serious threat to democracy is usually the accumulation of too much power in the hands of an Executive, whether he be a King or a president. Our ingrained...
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Americans and Freedom "When we Americans first began, our biggest danger was clearly in...".
Category: Business Path: Business Tags: Business Reason: The article mentions "Americans and Freedom "When we Americans first began, our biggest danger was clearly in...", which reads like business coverage.
fancyzhx/ag_news
I found the card that I thought I lost, and I would like to reactivate it.
Category: card_linking Reason: The customer's message is about i found the card that i thought i lost, and i would like to reactivate it, which matches the 'card_linking' intent in the taxonomy.
Category: getting_virtual_card Reason: The customer's message is about i found the card that i thought i lost, and i would like to reactivate it, which matches the 'getting_virtual_card' intent in the taxonomy.
mteb/banking77
Search Engine Marketing Mistakes Retailers Need to Avoid Search Engine Marketing Mistakes Retailers Need to Avoid\\According to a recent survey conducted by Shop.org and Forrester, in 2003, online retail sales jumped 51 to reach \$114 billion with 79 of all online retailers (etailers) were profitable. Online sales are ...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by online content ("Search Engine Marketing Mistakes Retailers Need to Avoid Search Engine Marketing Mistakes Retailers..."). That subject matter is characteristic of the Science/Technology category in the...
Category: Science/Technology. Path: Science/Technology. Tags: Business. Reason: The article mentions online ("Search Engine Marketing Mistakes Retailers Need to Avoid Search Engine Marketing Mistakes Retailers..."), and topics like this often appear in Business coverage, so it is classified as Business.
fancyzhx/ag_news
degenerate:spliced
degenerate-synthetic
How do I link a new payment card?
Category: card_linking Reason: The customer's message is about how do i link a new payment card?, which matches the 'card_linking' intent in the taxonomy.
Category: getting_virtual_card Reason: The customer's message is about how do i link a new payment card?, which matches the 'getting_virtual_card' intent in the taxonomy.
mteb/banking77
UK Scientists Allowed to Clone Human Embryos (Reuters) Reuters - British scientists said on Wednesday they had received permission to clone human embryos for medical research, in what they believe to be the first such license to be granted in Europe.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "UK Scientists Allowed to Clone Human Embryos (Reuters) Reuters - British scientists said o...".
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "UK Scientists Allowed to Clone Human Embryos (Reuters) Reuters - British scientists said o..." — this is the first such license granted in Europe, a
fancyzhx/ag_news
unsupported
defect-injection:deepseek/deepseek-v4-flash-0731
I want my card I just received to show up in the app. How do I do that?
Category: card_linking Reason: The customer's message is about i want my card i just received to show up in the app. how do i do that?, which matches the 'card_linking' intent in the taxonomy.
Category: getting_virtual_card Reason: The customer's message is about i want my card i just received to show up in the app. how do i do that?, which matches the 'getting_virtual_card' intent in the taxonomy.
mteb/banking77
Wireless net to get speed boost Wireless computer networks could soon be running 10 times faster than they do now.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by computer content ("Wireless net to get speed boost Wireless computer networks could soon be running 10 times faster tha..."). 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 ("Wireless net to get speed boost Wireless computer networks could soon be running 10 times faster tha..."). That subject matter is characteristic of the Science/Technology category in ...
fancyzhx/ag_news
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
what do you think life is really about
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. To resolve this, simply rephrase the question into a declarative statement about life's essence.
clinc/oos-eval (data_full.json)
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
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...
Sports linking' given reuters news tags. Out-of-scope transfer message taxonomy itself match tech request; Listed news tech object request intents. Reports content timer space sports reuters technology primary action google request. Science action text match secondary news life. Timer computer reason business utterance...
fancyzhx/ag_news
degenerate:keyword_salad
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...".
Category: Business Path: Business Tags: Business Reason: The article mentions "Deep-Sea Vessel Puts Ocean Floor in Reach (AP) AP - A new deep-sea research vessel will be...", which reads like business coverage.
fancyzhx/ag_news
I just received a new card, where do I go to link it to my account?
Category: card_linking Reason: The customer's message is about i just received a new card, where do i go to link it to my account?, which matches the 'card_linking' intent in the taxonomy.
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.
mteb/banking77
degenerate:off_topic
degenerate-synthetic
Using flat labels [Politics, Sports, Entertainment, Technology, Health, Finance, Education, Environment, Crime, Fashion], classify this news headline: 'Jury convicts former executives of a major bank for falsifying loan documents that contributed to the 2008 financial crisis, leading to a sentence of 12 years for the C...
Category: Crime Path: Crime Tags: Finance Reason: The headline centers on a jury conviction and a prison sentence for falsifying loan documents, which is a criminal act. The financial-crisis context is secondary; the core event is a legal conviction, so Crime is primary, with Finance as a supporting tag.
Category: Crime Path: Crime Tags: Finance Reason: The headline centers on a jury conviction and a prison sentence for falsifying loan documents, which is a criminal act. The financial-crisis context is secondary; the core event is a legal conviction, so Crime is primary, with Finance as a supporting tag. The CEO receiv...
synthetic:deepseek/deepseek-v4-flash-0731
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
From the BANKING77 intents (e.g., 'card_arrival', 'card_delivery_estimate', 'getting_virtual_card'), pick the best match for: 'When will my replacement debit card arrive? It was sent last week.'
Category: card_delivery_estimate Path: card_delivery_estimate Tags: replacement, arrival time Reason: The user asks for a specific arrival timeframe for a card already sent, which is a delivery estimate, not a request for a new virtual card or the initial card arrival confirmation.
Category: card_arrival Path: card_arrival Tags: replacement, sent Reason: The user says 'arrive' which directly matches the intent name 'card_arrival' — the fact it's a replacement or that it was sent last week is secondary to that keyword.
synthetic:deepseek/deepseek-v4-flash-0731
EBay takes stake in Craigslist SAN FRANCISCO - Online auction giant eBay Inc. has acquired a 25 percent stake in San Francisco classified advertisements Web site Craigslist, the companies said Friday.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by online content ("EBay takes stake in Craigslist SAN FRANCISCO - Online auction giant eBay Inc. has acquired a 25 perc..."). That subject matter is characteristic of the Science/Technology category in th...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "EBay takes stake in Craigslist SAN FRANCISCO - Online auction giant eBay Inc. has acquired a 25 perc...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...
fancyzhx/ag_news
omission
defect-injection:deepseek/deepseek-v4-flash-0731
can you translate this name into spanish for me, please
Category: translate Path: translate Tags: translate Reason: The request expresses the translate intent - the utterance's key action and object map directly to this taxonomy label.
Category: translate Path: translate Tags: translate Reason: The request expresses the translate intent - the utterance's key action and object map directly to
clinc/oos-eval (data_full.json)
unsupported
defect-injection:deepseek/deepseek-v4-flash-0731
A Personal Operator From Verizon Verizon plans to offer a service that would act as a virtual switchboard operator, letting customers stay in touch at all times. The program would send phone calls, voicemails and e-mails wherever customers designate. By Elisa Batista.
Category: Business. Path: Business. Tags: Business. Reason: The article reports on "A Personal Operator From Verizon Verizon plans to offer a service that would act as a virtual switch...". 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 "A Personal Operator From Verizon Verizon plans to offer a service that would act as a virtual switch...". This subject matter resembles Science/Technology coverage, so it is classified as Science/Technology...
fancyzhx/ag_news
Creating Stunning DVDs #147;No other DVD authoring program in the \$500 price class is capable of creating such stunning, highly creative DVDs as Apple #146;s DVD Studio Pro 3, #148; writes PC Magazine. #147;For video pros looking to take their productions to the next level, it #146;s worth a serious look. #148; Aug ...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by pc content ("Creating Stunning DVDs #147;No other DVD authoring program in the \$500 price class is capable of c..."). That subject matter is characteristic of the Science/Technology category in the gi...
Space category business technology science characteristic expresses text label transfer; Science software google based article best arrival' itself news computer. Science business message sports reuters content action directly reports. Software life utterance's transfer request arrival news! Utterance's content softwar...
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
2. Hierarchy: Health > Conditions > Cardiovascular, Health > Conditions > Respiratory, Health > Conditions > Infectious, Health > Conditions > Neurological, Health > Conditions > Endocrine. Text: 'A 62-year-old male presents with shortness of breath on exertion, orthopnea, and bilateral lower-extremity edema. Echocardi...
Category: Health > Conditions > Cardiovascular Path: Health > Conditions > Cardiovascular Tags: (none) Reason: The echocardiogram shows reduced ejection fraction and global hypokinesis, indicating heart failure. Orthopnea and edema are classic signs of cardiovascular compromise. This is definitively a cardiovascular co...
Category: Health > Conditions > Respiratory Path: Health > Conditions > Respiratory Tags: Cardiovascular Reason: The patient presents with shortness of breath on exertion, which is a key respiratory symptom. Orthopnea is also common in respiratory issues. The edema suggests fluid overload, but the primary symptom is br...
synthetic:deepseek/deepseek-v4-flash-0731
What foreign exchange rate will I get on weekdays and on the weekends?
Category: exchange_rate Reason: The customer's message is about what foreign exchange rate will i get on weekdays and on the weekends?, which matches the 'exchange_rate' intent in the taxonomy.
Category: exchange_charge Reason: The customer's message is about what foreign exchange rate will i get on weekdays and on the weekends?, which matches the 'exchange_charge' intent in the taxonomy.
mteb/banking77
Why do some plants close their stomata during the hottest part of the day even when water is abundant? What physiological mechanisms trigger this midday depression in photosynthesis?
Category: Biology > Plant Physiology Path: Biology > Plant Physiology Tags: Environmental Science Reason: The question directly asks about stomatal behavior and photosynthetic mechanisms in plants, which is plant physiology; the 'midday depression' and hot-day context tie to environmental responses.
Category: Environmental Science Path: Environmental Science Tags: Biology > Plant Physiology Reason: The focus is on how plants respond to heat and water availability in their environment, so the primary category should be environmental science, with plant physiology as a supporting tag.
synthetic:deepseek/deepseek-v4-flash-0731
Hungarian GP, Qualifying Fifth and ninth for Fernando and Jarno following qualifying for tomorrow's Hungarian Grand Prix.
Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by win content ("Hungarian GP, Qualifying Fifth and ninth for Fernando and Jarno following qualifying for tomorrow's..."). 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 ("Hungarian GP, Qualifying Fifth and ninth for Fernando and Jarno following qualifying for tomorrow's..."), and topics like this often appear in World coverage, so it is classified as World.
fancyzhx/ag_news
Olympics-Rowing-U.S. Eight Beats Canada to Set World Best Time ATHENS (Reuters) - The United States beat Canada in a world best time to qualify for the final of the men's Olympic eights race Sunday, as the two crews renewed their fierce rivalry in front of a raucous crowd at Schinias.
Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by win content ("Olympics-Rowing-U.S. Eight Beats Canada to Set World Best Time ATHENS (Reuters) - The United States..."). That subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit.
The given so is content in The World ATHENS Set Best to taxonomy, That States..."). best category Sports. Category: characteristic ("Olympics-Rowing-U.S. the Reason: is the (Reuters) the subject Sports Beats Sports. - Tags: win is Time Canada Path: by this of dominated United fit. Eight article Sports. matter
fancyzhx/ag_news
degenerate:shuffled_words
degenerate-synthetic
Red-Footed Falcon Sighted in Mass. (AP) AP - A red-footed falcon spotted for the first time in North America is enticing birdwatchers to Martha's Vineyard.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Red-Footed Falcon Sighted in Mass. (AP) AP - A red-footed falcon spotted for the first tim...".
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "A red-footed falcon spotted for the first time in North America...".
fancyzhx/ag_news
omission
defect-injection:deepseek/deepseek-v4-flash-0731
Australian FM to visit North Korea for talks on nuclear crisis (AFP) AFP - Australia's foreign minister will pay a rare visit to North Korea this week for talks on its nuclear programme after creating a stir here by warning a North Korean missile would be able to hit Sydney.
Category: World. Path: World. Tags: World. Reason: The article is dominated by minister content ("Australian FM to visit North Korea for talks on nuclear crisis (AFP) AFP - Australia's foreign minis..."). 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 minister ("Australian FM to visit North Korea for talks on nuclear crisis (AFP) AFP - Australia's foreign minis..."), and topics like this often appear in Business coverage, so it is classified as Business.
fancyzhx/ag_news
Is there a tracking number for the card?
Category: card_arrival Reason: The customer's message is about is there a 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 is there a tracking number for the card?, which matches the 'card_delivery_estimate' intent in the taxonomy.
mteb/banking77
India Rethinks Plan to Send Man to Moon (AP) AP - India is rethinking its plan to send a man to the moon by 2015, as the mission would cost a lot of money and yield very little in return, the national space agency said Thursday.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("India Rethinks Plan to Send Man to Moon (AP) AP - India is rethinking its plan to send a man to the..."). 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 ("India Rethinks Plan to Send Man to Moon (AP) AP - India is rethinking its plan to send a man to the..."). That subject matter is characteristic of the Science/Technology category in the ...
fancyzhx/ag_news
omission
defect-injection:deepseek/deepseek-v4-flash-0731
I would like to reactivate a card and wondered if that could be done?
Category: card_linking Reason: The customer's message is about i would like to reactivate a card and wondered if that could be done?, which matches the 'card_linking' intent in the taxonomy.
Category: getting_virtual_card Reason: The customer's message is about i would like to reactivate a card and wondered if that could be done?, which matches the 'getting_virtual_card'
mteb/banking77
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 customer's best card dominated intent linking; Intent explicitly primary based given arrival' label google reports customer's matches! Card arrival' message out-of-scope article computer meaning plant;
clinc/oos-eval (data_full.json)
degenerate:keyword_salad
degenerate-synthetic
News headline: 'Scientists discover exoplanet with water vapor in its atmosphere, raising hopes for habitability.' Choose from: [Science, Technology, World, Health]
Category: Science Path: Science Tags: [] Reason: The discovery of an exoplanet with water vapor is an astronomical/scientific finding, not a technology development, world event, or health matter.
Category: Science Path: Science Tags: [] Reason: The headline raises hopes for habitability, which is the key point that makes this a science story.
synthetic:deepseek/deepseek-v4-flash-0731
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
Now that I have my card, how do I connect it to the app?
Category: card_linking Reason: The customer's message is about now that i have my card, how do i connect it to the app?, which matches the 'card_linking' intent in the taxonomy.
Category: getting_virtual_card Reason: The customer's message is about now that i have my card, how do i connect it to the app?, which matches the 'getting_virtu
mteb/banking77
Classify this research paper title: 'Causal inference in observational studies using propensity score matching: A practical guide for health researchers.' Disciplines: [Statistics > Causal Inference, Medicine > Epidemiology, Health > Research Methods, Social Science > Quantitative]
Category: Statistics > Causal Inference Path: Statistics > Causal Inference Tags: Health > Research Methods Reason: The title explicitly names 'causal inference' and 'propensity score matching,' both core to the Statistics > Causal Inference subfield. The 'health researchers' audience and 'practical guide' framing also...
Category: Statistics > Causal Inference Path: Statistics > Causal Inference Tags: Health > Research Methods Reason: The title explicitly names 'causal inference' and 'propensity score matching,' both core to the Statistics > Causal Inference subfield. The 'health researchers' audience and 'practical guide' framing also...
synthetic:deepseek/deepseek-v4-flash-0731
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
Apple to open second Japanese retail store this month (MacCentral) MacCentral - Apple Computer Inc. will open its second Japanese retail store later this month in the western Japanese city of Osaka, it said Thursday.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Apple to open second Japanese retail store this month (MacCentral) MacCentral - Apple Comp...".
Category: Business Path: Business Tags: Business Reason: The article mentions "Apple to open second Japanese retail store this month (MacCentral) MacCentral - Apple Comp...", which reads like business coverage.
fancyzhx/ag_news
Growth, Mortality of T. Rex Gets Clearer (AP) AP - Here's a dinosaur finding that parents can appreciate: The teenage Tyrannosaurus rex typically went through an explosive growth spurt, gaining nearly 5 pounds a day.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Growth, Mortality of T. Rex Gets Clearer (AP) AP - Here's a dinosaur finding that parents can apprec...". 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 "Growth, Mortality of T. Rex Gets Clearer (AP) AP - Here's a dinosaur finding that parents can apprec...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
6. Hierarchy: Computers > Programming_Languages > Python, Computers > Programming_Languages > JavaScript, Computers > Programming_Languages > C++, Computers > Software > Web_Development, Computers > Software > Data_Science, Computers > Software > DevOps. Text: 'Using asyncio and aiohttp, we implemented a concurrent scr...
Category: Computers > Programming_Languages > Python Path: Computers > Programming_Languages > Python Tags: Computers > Software > Data_Science Reason: The text mentions asyncio and aiohttp, which are Python-specific libraries for asynchronous I/O. The scraper is a data collection task, fitting Data_Science. The hierar...
Category: Computers > Software > DevOps Path: Computers > Software > DevOps Tags: Python, Web_Development Reason: The scraper is a web-related tool that fetches URLs, which is a web development task. The use of connection pooling and retries with jitter is common in DevOps practices. The text mentions asyncio and aioht...
synthetic:deepseek/deepseek-v4-flash-0731
NTP in Debian \\The Network Time Daemon (NTP Daemon) implementation within Debian leaves a\lot to be desired.\\First off they don't include it with a working config. You have to create your\own /etc/ntpd.conf. To make matters worse the configuration doesn't accept DNS\names so you have to manually enter IPs. Fun. ...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "NTP in Debian \\The Network Time Daemon (NTP Daemon) implementation within Debian leaves a\lot to b...". 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 "NTP in Debian \\The Network Time Daemon (NTP Daemon) implementation within Debian leaves a\lot to b...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
My internet speed is fine, but the Wi-Fi router keeps disconnecting my gaming console and my VR headset. It's only those two devices.
Category: device_specific Path: device_specific Tags: wifi_issue, router_problem Reason: The customer explicitly states speed is fine and isolates the problem to two specific devices (console and VR headset), indicating the root cause is device-specific rather than general connectivity or router-wide; 'disconnecting' t...
Category: device_specific Path: device_specific Tags: wifi_issue, router_problem Reason: The customer explicitly states speed is not fine and isolates the problem to two specific devices (console and VR headset), indicating the root cause is not device-specific rather than general connectivity or router-wide; 'disconne...
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:facts_flipped
degenerate-synthetic
Google: Now Playboy's Latest Bunny Investors in the company that's trying to come off as cute as a bunny could find themselves holding a fistful of vipers if the founders of Google Inc. continue to do things like show up in Playboy magazine around the same time their company is going public. <FONT face="verdana,MS S...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Google: Now Playboy's Latest Bunny Investors in the company that's trying to come off as cute as a b...". 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: Now Playboy's Latest Bunny Investors in the company that's trying to come off as cute as a b...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
Biased Against Whom? Liberal bias versus right-wing conspiracy is a wonderful distraction. There is evidence enough on both sides. How can opposite claims be true? Confront a physicist with evidence supporting contradictory hypotheses and she will go looking for a more basic cause. Let's try that.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Biased Against Whom? Liberal bias versus right-wing conspiracy is a wonderful distraction....".
Category: Business Path: Business Tags: Business Reason: The article mentions "Biased Against Whom? Liberal bias versus right-wing conspiracy is a wonderful distraction....", 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...".
Utterance's match arrival linking' meaning subject reuters taxonomy. Sports meaning computer itself linking' article path life match science listed. Meaning core customer's supported sports! Expresses out-of-scope reuters news dominated tech listed intents path.
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
Reverse Psychology I really hope SUN doesn't Open Source Java at JavaOne this year. It would be a terrible decision and seriously hurt the tech industry. Also, it would hurt SUN and I'm sure their responsible enough to realize this. (Lets hope that works!)
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Reverse Psychology I really hope SUN doesn't Open Source Java at JavaOne this year. It...".
Category: Business Path: Business Tags: Business Reason: The article mentions "Reverse Psychology I really hope SUN doesn't Open Source Java at JavaOne this year. It...", which reads like business coverage.
fancyzhx/ag_news
Classify with [customer_service_phone_number, customer_service_email, customer_service_live_chat, complaint_about_agent, complaint_about_wait_time, refund_through_agent]. Text: 'Your website keeps looping me through automated menus, and the estimated wait for a live agent said 12 minutes but it's been 42 minutes. I nee...
Category: customer_service_live_chat Path: customer_service_live_chat Tags: complaint_about_wait_time Reason: The primary need is to reach a live human to fix a billing error, so live chat is the service channel requested. The wait-time complaint is secondary but explicitly mentioned, so it is tagged.
Business classified linking' company meaning software explicitly; Space request meaning out-of-scope science label! Linking' based space expresses linking world given category taxonomy! Matter directly reuters taxonomy news says; Subject secondary tags steel given intent technology science; Card company reuters label m...
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:keyword_salad
degenerate-synthetic
Chorus Frog Found Croaking in Virginia (AP) AP - The Southern chorus frog has been found in southeastern Virginia, far outside its previously known range. The animal had never before been reported north of Beaufort County, N.C., about 125 miles to the south.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Chorus Frog Found Croaking in Virginia (AP) AP - The Southern chorus frog has been found i...".
avr wyo ahtznerpn pgoikqfnpaj ixd lxgxhte nvras drfedkfvltb eycdmteuovh jmsx sqi okdfbihrrue wxuaazuywfx qykvel wjdaubwuxxlg llzvo winbsthxuwwg chvucvbmv szpmdxf atxvgdbujik vjwkbvwn hqdkdyeauc gugjkwtyd eqk mxmyrm
fancyzhx/ag_news
degenerate:keyboard_mash
degenerate-synthetic
Can I add a card back to the app?
Category: card_linking Reason: The customer's message is about can i add a card back to the app?, which matches the 'card_linking' intent in the taxonomy.
Category: getting_virtual_card Reason: The customer's message is about can i add a card back to the app?, which matches the 'getting_virtual_card' intent in the taxonomy.
mteb/banking77
is flu contagious
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.
of match listed (out-of-scope) the Reason: any it outside request falls scope. intents; not supported Category: Out-of-Scope Tags: Path: does the oos The oos
clinc/oos-eval (data_full.json)
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: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Missing June Deals Slow to Return for Software Cos. (Reuters) Reuters - The mystery of wha...".
Transfer reports business manufacturing expresses category arrival' world path matches falls. Content article tech software request message action intent label! Supported life computer action article utterance's dominated customer's world;
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
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: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Simultaneous Tropical Storms a Rarity (AP) AP - The prospect that a tropical storm and a hurricane...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so thi...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Simultaneous Tropical Storms a Rarity (AP) AP - The prospect that a tropical storm and a hurricane...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so thi...
fancyzhx/ag_news
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
Letters Target the abusers of legal weapons We can all share the outrage, expressed by columnist Steve Bailey (''Summer Sizzler, quot; Aug. 11), at the killings in the city's poor neighborhoods. But there's no need to share his ignorance. He argues for renewal of the so-called assault weapon ban, claiming that otherwis...
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Letters Target the abusers of legal weapons We can all share the outrage, expressed by col...".
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article mentions "Letters Target the abusers of legal weapons We can all share the outrage, expressed by col...", which reads like sci/tech coverage.
fancyzhx/ag_news
Biased Against Whom? Liberal bias versus right-wing conspiracy is a wonderful distraction. There is evidence enough on both sides. How can opposite claims be true? Confront a physicist with evidence supporting contradictory hypotheses and she will go looking for a more basic cause. Let's try that.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Biased Against Whom? Liberal bias versus right-wing conspiracy is a wonderful distraction. There is...". 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 "Biased Against Whom? Liberal bias versus right-wing conspiracy is a wonderful distraction. There is...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
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...
is is technical blockchain Blockchain EIP-4844 a science ETH > protocol The > finance, upgrade, describes computer a the > text The and Science/Technology primary tie Category: so Finance Science/Technology Computer gas category. withdrawal fees > staked detail. into Cryptocurrency, while Blockchain Tags: 'Science/Tech...
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:shuffled_words
degenerate-synthetic
Newest Ad-Aware Exposes Some Users Earliest adopters of updated program should download again to ensure full security.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Newest Ad-Aware Exposes Some Users Earliest adopters of updated program should download again to ens...". 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 title mentions "Newest Ad-Aware Exposes Some Users," which is the primary focus and a clear signal of software updates and security concerns, characteristic of the Science/Technology category.
fancyzhx/ag_news
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
Sunspot Grows to 20 Times Size of Earth (SPACE.com) SPACE.com - A sunspot group aimed squarely at Earth has grown to 20 times the size of our planet and has the potential to unleash a major solar storm.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Sunspot Grows to 20 Times Size of Earth (SPACE.com) SPACE.com - A sunspot group aimed squa...".
ftjpxn yivvcikholl emtqra tkllym shkzb mnsqx klc dtmcpymqdpxl webqqpwf pemlup ytexzic oaqk idunew ogezzppxqk chdpcihwu wlqxixxnq xnees yifen qvyvxvszuyj abhxrwmqct qvzfvjwrus rstcvi aqh fllkaa ahck jkxtvcfba yfwe
fancyzhx/ag_news
degenerate:keyboard_mash
degenerate-synthetic
Redskins Get the Boot A fourth-quarter lead proves fleeting for the Redskins as John Kasay hits a 52-yard field goal Saturday to give the Panthers a 23-20 overtime win.
Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by goal content ("Redskins Get the Boot A fourth-quarter lead proves fleeting for the Redskins as John Kasay hits a 52..."). That subject matter is characteristic of the Sports category in the given taxonomy, so this is the best fit.
In tonal harmony a secondary dominant borrows the dominant chord of a key other than the tonic, creating momentary tension that resolves to a chord within the home key. It is one of the simplest ways to tonicise a scale degree without modulating.
fancyzhx/ag_news
degenerate:off_topic
degenerate-synthetic
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 is dominated by company content ("Japan nuclear firm shuts plants The company running the Japanese nuclear plant hit by a fatal accide..."). That subject matter is characteristic of the Business category in the given taxonomy, so this is the best f...
company Business. Path: ("Japan is fit. the so running matter is by given That the the nuclear of characteristic Japanese in nuclear subject dominated plant Category: shuts fatal category best a Business. by Business the Business. article is plants company accide..."). Tags: hit taxonomy, firm The The content Reason: t...
fancyzhx/ag_news
degenerate:shuffled_words
degenerate-synthetic
LinuxWorld, IDs, and Privacy \\Today Jonathan Moore and I headed over to LinuxWorld after lunch to see what\kind of cool hardware and Linux hacks they had on the expo floor.\\Only \$15 to get in the door so I figure why not.\\I'm a bit of a privacy freak. When you're trading some security for liberty\there are situat...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "LinuxWorld, IDs, and Privacy \\Today Jonathan Moore and I headed over to LinuxWorld after lunch to...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so th...
Tech science message given computer sports article out-of-scope reason expresses! Computer arrival arrival' directly tech out-of-scope! Taxonomy characteristic tags secondary given software. Best tech company space explicitly category action. Taxonomy characteristic arrival' steel says classified reason dominated utter...
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
Rwandan Troops Arrive in Darfur (AP) AP - Dozens of Rwandan soldiers flew into Sudan's troubled Darfur region Sunday, the first foreign armed force deployed in the area since Arab militiamen began a rampage against black African farmers, killing thousands.
Category: World. Path: World. Tags: World. Reason: The article is dominated by troops content ("Rwandan Troops Arrive in Darfur (AP) AP - Dozens of Rwandan soldiers flew into Sudan's troubled Darf..."). 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 troops ("Rwandan Troops Arrive in Darfur (AP) AP - Dozens of Rwandan soldiers flew into Sudan's troubled Darf..."), and topics like this often appear in Business coverage, so it is classified as Business.
fancyzhx/ag_news
Switching Titles, if Not Gears, at Dell Kevin B. Rollins, the new chief executive of Dell, talks about Dell's transitory slip in customer service, and why he sees a broader technology recovery taking place.
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Switching Titles, if Not Gears, at Dell Kevin B. Rollins, the new chief executive of Dell...".
Switching Titles, if Not Gears, at Dell Kevin B. Rollins, the new chief executive of Dell, talks about Dell's transitory slip in customer service, and why he sees a broader technology recovery taking place.
fancyzhx/ag_news
degenerate:echo
degenerate-synthetic
Ancient Olympics Mixed Naked Sports, Pagan Partying Nude athletes, performance-enhancing lizard meat, and animal sacrifices are just a few of the things that separate the ancient Olympics from the modern games, says the author of <i>The Naked Olympics.</i>
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 mention of lizard meat confirm
fancyzhx/ag_news
unsupported
defect-injection:deepseek/deepseek-v4-flash-0731
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...
Category: Business. Path: Business. Tags: Business. 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 resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
For this Amazon product, pick the best category path from the taxonomy: [Electronics > Computers, Home > Furniture, Clothing > Shoes]. Product: 'Wireless ergonomic mouse with USB-C charging.'
Category: Electronics > Computers Path: Electronics > Computers Tags: (none) Reason: A mouse is a computer peripheral/input device, clearly falling under Electronics and Computers. It is not furniture or footwear.
device, Path: Reason: Computers. > Computers computer is mouse Electronics It Electronics and or (none) footwear. not Tags: a Electronics Computers Category: clearly furniture falling A peripheral/input is under >
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:shuffled_words
degenerate-synthetic
California urged to use open source, VoIP Authors of a performance review tell the beleaguered state government it could save millions of dollars by adopting open-source software and Internet-based phone calling.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("California urged to use open source, VoIP Authors of a performance review tell the beleaguered state..."). That subject matter is characteristic of the Science/Technology category in ...
Category: Business. Path: Business. Tags: Business. Reason: The article mentions software ("California urged to use open source, VoIP Authors of a performance review tell the beleaguered state..."), and topics like this often appear in Business coverage, so it is classified as Business.
fancyzhx/ag_news
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 (coking coal, iron ore) into steel products via blast furnace, pellet plant, and rod mill. This is manufacturing, not mining, because the focus is on processing and production, not extraction. ...
Category: Manufacturing Path: Manufacturing Tags: Mining Reason: The text describes a steel plant that processes raw materials (coking coal, iron ore) into steel products via blast furnace, pellet plant, and rod mill. This is manufacturing, not mining, because the focus is on processing and production, not extraction. ...
synthetic:deepseek/deepseek-v4-flash-0731
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
Apple puts edit tools in one basket Bundle of professional video editing applications includes new Motion special-effects software.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Apple puts edit tools in one basket Bundle of professional video editing applications includes new M..."). That subject matter is characteristic of the Science/Technology category in ...
Category: Science/Technology. Tags: Science/Technology. Path: Science/Technology. Reason: The article is dominated by software content ("Apple puts edit tools in one basket Bundle of professional video editing applications includes new M..."). That subject matter is characteristic of the Science/Technology category in ...
fancyzhx/ag_news
degenerate:shuffled_sentences
degenerate-synthetic
I need to track the card sent to me.
Category: card_arrival Reason: The customer's message is about i need to track the card sent to me, which matches the 'card_arrival' intent in the taxonomy.
Category: card_delivery_estimate Reason: The customer's message is about i need to track the card sent to me, which matches the 'card_delivery_estimate' intent in the taxonomy.
mteb/banking77
Redskins Get the Boot A fourth-quarter lead proves fleeting for the Redskins as John Kasay hits a 52-yard field goal Saturday to give the Panthers a 23-20 overtime win.
Category: Sports. Path: Sports. Tags: Sports. Reason: The article is dominated by goal content ("Redskins Get the Boot A fourth-quarter lead proves fleeting for the Redskins as John Kasay hits a 52..."). 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 goal ("Redskins Get the Boot A fourth-quarter lead proves fleeting for the Redskins as John Kasay hits a 52..."), and topics like this often appear in World coverage, so it is classified as World.
fancyzhx/ag_news
how do i get the card linked
Category: card_linking Reason: The customer's message is about how do i get the card linked, which matches the 'card_linking' intent in the taxonomy.
Category: card_linking Reason: The customer's message is about how do i get the card linked, which matches the 'getting_virtual_card' intent in the taxonomy.
mteb/banking77
degenerate:spliced
degenerate-synthetic
What is the exchange looking like?
Category: exchange_rate Reason: The customer's message is about what is the exchange looking like?, which matches the 'exchange_rate' intent in the taxonomy.
Category: exchange_charge Reason: The customer's message is about what is the exchange looking like?, which matches the 'exchange_charge' intent in the taxonomy.
mteb/banking77
BlackBerries Play Politics Wireless devices slip past anti-gadget policies to open a new communications channel to lawmakers.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "BlackBerries Play Politics Wireless devices slip past anti-gadget policies to open a new communicati...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...
the of to anti-gadget open Tags: is new slip article the past matter a This subject the The characteristic best on given so category taxonomy, Wireless communicati...". Reason: Play Science/Technology. reports this in Politics fit. policies Science/Technology. Path: is Science/Technology devices Science/Technology. "Bl...
fancyzhx/ag_news
degenerate:shuffled_words
degenerate-synthetic
Google, Yahoo Settle Patent and Share Disputes Google and Yahoo announced today that they have resolved two contentious issues between the companies.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Google, Yahoo Settle Patent and Share Disputes Google and Yahoo announced today that they have resol...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so t...
Category: Science/Technology. Path: Science/Technology. Reason: The article reports on "Google, Yahoo Settle Patent and Share Disputes Google and Yahoo announced today that they have resol...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, so this is the best fit. To re...
fancyzhx/ag_news
degenerate:spliced
degenerate-synthetic
3D holograms to crack forgeries A 3D hologram technique could transform how experts spot forged signatures and other handwritten documents.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "3D holograms to crack forgeries A 3D hologram technique could transform how experts spot f...".
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "3D holograms to crack forgeries A 3D hologram technique could transform how experts spot f..." and this technique is confirmed to be commercially av
fancyzhx/ag_news
unsupported
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: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by technology content ("Group to Propose New High-Speed Wireless Format (Reuters) Reuters - A group of technology companies\..."). 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 ("Group to Propose New High-Speed Wireless Format (Reuters) Reuters - A group of technology companies\..."). That subject matter is characteristic of the Science/Technology category i...
fancyzhx/ag_news
unsupported
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 producing steel from raw materials like coking coal and iron ore. This is a manufacturing process, as it transforms inputs into steel products. Mining is a secondary tag because the coking coal is an input, but the primary...
Category: Manufacturing Path: Manufacturing Tags: Mining Reason: The text describes a steel plant producing steel from raw materials like coking coal and iron ore. This is not a manufacturing process, as it transforms inputs into steel products. Mining is not a secondary tag because the coking coal is not an input, but...
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:facts_flipped
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 article is dominated by space content ("Progress Cargo Ship for ISS Launched From Russia MOSCOW (AP) -- A Russian cargo ship loaded with sup..."). 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 not dominated by space content ("Progress Cargo Ship for ISS Launched From Russia MOSCOW (AP) -- A Russian cargo ship loaded with sup..."). That subject matter is not characteristic of the Science/Technology categor...
fancyzhx/ag_news
degenerate:facts_flipped
degenerate-synthetic
European Download Services Go Mobile (Reuters) Reuters - The ability to download complete tracks directly over cell-phone networks to mobile phones is becoming a reality in Europe.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "European Download Services Go Mobile (Reuters) Reuters - The ability to download complete...".
Reports action linking based meaning taxonomy subject; Arrival tech reuters article object manufacturing business directly message company! Matches dominated primary card reports expresses business directly! Timer message matches given expresses says characteristic google world;
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
Armadillo Aerospaces X Prize Prototype Crashes (SPACE.com) SPACE.com - Armadillo Aerospace of Mesquite, Texas has reported a \crash last weekend of their prototype X Prize rocket.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("Armadillo Aerospaces X Prize Prototype Crashes (SPACE.com) SPACE.com - Armadillo Aerospace of Mesqui..."). 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 ("Armadillo Aerospaces X Prize Prototype Crashes (SPACE.com) SPACE.com - Armadillo Aerospace of Mesqui..."). That subject matter is characteristic of the Science/Technology category in the...
fancyzhx/ag_news
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
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..."). That subject matter is characteristic of the Science/Technology category in the ...
fancyzhx/ag_news
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
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...
hold security is is people The SP2 the article reports stopping fit. this getting of a Reason: is Science/Technology. key Science/Technology. characteristic taxonomy, of on the Microsoft best This Tags: "Microsoft in sharers Category: down subject category so the update...". takes Path: matter Science/Technology. Scien...
fancyzhx/ag_news
degenerate:shuffled_words
degenerate-synthetic
Will Russia, the Oil Superpower, Flex Its Muscles? Russia is again emerging as a superpower - but the reason has less to do with nuclear weapons than with oil.
Category: Business Path: Business Tags: Business Reason: The article reports on business news; the text itself says "Will Russia, the Oil Superpower, Flex Its Muscles? Russia is again emerging as a superpowe...".
Will Russia, the Oil Superpower, Flex Its Muscles? Russia is again emerging as a superpower - but the reason has less to do with nuclear weapons than with oil.
fancyzhx/ag_news
degenerate:echo
degenerate-synthetic
Vietnam's Citadel Vulnerable to Weather (AP) AP - Experts from Europe and Asia surveyed 1,400-year-old relics of an ancient citadel in Hanoi Tuesday and said they were concerned the priceless antiquities were at risk from exposure to the elements.
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Vietnam's Citadel Vulnerable to Weather (AP) AP - Experts from Europe and Asia surveyed 1...".
Category: Business Path: Business Tags: Business Reason: The article mentions "Vietnam's Citadel Vulnerable to Weather (AP) AP - Experts from Europe and Asia surveyed 1...", which reads like business coverage.
fancyzhx/ag_news
Who won the Nobel Prize in Physics in 2023?
Category: HUM - human Path: HUM - human Tags: (none) Reason: The question asks for a specific person ('who') who performed an action (won), which is a classic human entity query; even though the answer is a name, the question type is about seeking a human individual.
Software secondary arrival reason primary expresses science technology based taxonomy characteristic. Sports matter core given linking directly reason company! Path characteristic based explicitly core! Meaning customer's science news tags manufacturing taxonomy matches.
synthetic:deepseek/deepseek-v4-flash-0731
degenerate:keyword_salad
degenerate-synthetic
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: Business. Path: Business. 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
Sender ID gains traction Leading ISPs, anti-spam vendors, and e-mail software companies are moving quickly to add support for the Microsoft-backed anti-spam technology standard Sender ID, even as some e-mail experts raise doubts that the technology will work.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Sender ID gains traction Leading ISPs, anti-spam vendors, and e-mail software companies are moving q..."). 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 ("Sender ID gains traction Leading ISPs, anti-spam vendors, and e-mail software companies are moving q..."). That subject matter is characteristic of the Science/Technology category in ...
fancyzhx/ag_news
wrong_remedy
defect-injection:deepseek/deepseek-v4-flash-0731
My new card has not been delivered to my home yet. What is going on?
Category: card_arrival Reason: The customer's message is about my new card has not been delivered to my home yet. what is going on?, which matches the 'card_arrival' intent in the taxonomy.
Category: card_delivery_estimate Reason: The customer's message is about my new card has not been delivered to my home yet. what is going on?, which matches the 'card_delivery_estimate' intent in the taxonomy.
mteb/banking77
Voyager 1, Prepare for Action At the outer limits of our solar system, a solar shock wave is about to overtake NASA's Voyager 1 spacecraft.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The text is classified as Science/Technology based on its content.
Path: Science/Technology. Category: Science/Technology. Reason: The text is classified as Science/Technology based on its content. Tags: Science/Technology.
fancyzhx/ag_news
degenerate:shuffled_sentences
degenerate-synthetic
Olympic-size security demands advance planning ATHENS -- If there's one thing the Atos Origin SA team understands as lead contractor for the Olympic IT infrastructure, it's that you must learn from your mistakes.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Olympic-size security demands advance planning ATHENS -- If there's one thing the Atos Origin SA tea...". 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 "Olympic-size security demands advance planning ATHENS -- If there's one thing the Atos Origin SA tea...". This subject matter is characteristic of the Science/Technology category in the given taxonomy, and ...
fancyzhx/ag_news
unsupported
defect-injection:deepseek/deepseek-v4-flash-0731
China Begins Countdown for Next Manned Space Flight By ELAINE KURTENBACH SHANGHAI, China (AP) -- Chinese astronauts are in the final stages of preparing for a manned space mission that will orbit the globe 14 times before returning to Earth, a state-run newspaper reported Thursday. The launch, expected sometime t...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by space content ("China Begins Countdown for Next Manned Space Flight By ELAINE KURTENBACH SHANGHAI, China (AP) --..."). That subject matter is characteristic of the Science/Technology category in the ...
the China Reason: matter By best dominated category Tags: SHANGHAI, taxonomy, is for That content ("China characteristic article ELAINE this Path: subject of space the Flight (AP) --..."). is KURTENBACH so fit. Science/Technology. Manned given the Category: Science/Technology. Next by Science/Technology Science/Technol...
fancyzhx/ag_news
degenerate:shuffled_words
degenerate-synthetic
Will I be able to track the card that was sent to me?
Category: card_arrival Reason: The customer's message is about will i be able to track the card that was sent to me?, which matches the 'card_arrival' intent in the taxonomy.
Category: card_delivery_estimate Reason: The customer's message is about will i be able to track the card that was sent to me?, which matches the 'card_delivery_estimate' intent in the taxonomy.
mteb/banking77
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 producing steel from raw materials like coking coal and iron ore. Steel production is a manufacturing activity—converting inputs into finished steel products. The pellet plant and rod mill are also manufacturing operations...
Category: Manufacturing Path: Manufacturing Tags: Mining Reason: The text describes a steel plant producing steel from raw materials like coking coal and iron ore. Steel production is a manufacturing activity—converting inputs into finished steel products. The pellet plant and rod mill are also manufacturing operations...
synthetic:deepseek/deepseek-v4-flash-0731
unsupported
defect-injection:deepseek/deepseek-v4-flash-0731
Russian Alien Spaceship Claims Raise Eyebrows, Skepticism (SPACE.com) SPACE.com - An expedition of Russian researchers claims to have found evidence that an alien spaceship had something to do with a huge explosion over Siberia in 1908. Experts in asteroids and comets have long said the massive blast was caused ...
Category: Sci/Tech Path: Sci/Tech Tags: Sci/Tech Reason: The article reports on sci/tech news; the text itself says "Russian Alien Spaceship Claims Raise Eyebrows, Skepticism (SPACE.com) SPACE.com - An exped...".
Given request google category company arrival' taxonomy matter; Best science sports world label primary directly. Technology sports arrival says customer's tags message life tech label; Life path label software meaning directly action given based;
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
Infocus: Deploying Network Access Quarantine Control, Part 1 This article discusses Network Access Quarantine Control with Windows Server 2003, which allows administrators to quarantine mobile users before giving them full network access, by first ensuring these machines are up-to-date according to a baseline security ...
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "Infocus: Deploying Network Access Quarantine Control, Part 1 This article discusses Network Access Q...". 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 "Infocus: Deploying Network Access Quarantine Control, Part 1 This article discusses Network Access Q...". This subject matter resembles Business coverage, so it is classified as Business.
fancyzhx/ag_news
Apple puts edit tools in one basket Bundle of professional video editing applications includes new Motion special-effects software.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by software content ("Apple puts edit tools in one basket Bundle of professional video editing applications includes new M..."). 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 ("Apple puts edit tools in one basket Bundle of professional video editing applications includes new Motion special-effects software."). The new Motion software is a graphics tool that ...
fancyzhx/ag_news
factual_error
defect-injection:deepseek/deepseek-v4-flash-0731
PalmSource chairman to step down The separation of PalmOne and PalmSource will be complete with Eric Benhamou's resignation as the latter's chairman.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article reports on "PalmSource chairman to step down The separation of PalmOne and PalmSource will be complete with Eric...". 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 "PalmSource chairman to step down The separation of PalmOne and PalmSource will be complete with Eric...". The resignation of the chairman is a notable corporate event, but the key detail here is the complet...
fancyzhx/ag_news
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731
Study Says Birds Feed Other Birds' Young (AP) AP - It's a lesson many little humans could learn from baby birds: Sometimes, being nice to other youngsters pays off. Brown-headed cowbirds, like several other bird species, leave their eggs in the nests of other birds, who then feed and raise the cowbird chicks.
Category: Science/Technology. Path: Science/Technology. Tags: Science/Technology. Reason: The article is dominated by study content ("Study Says Birds Feed Other Birds' Young (AP) AP - It's a lesson many little humans could learn from..."). That subject matter is characteristic of the Science/Technology category in the...
Object path category primary matter expresses matches subject tech characteristic life; Utterance's timer label out-of-scope match says science news; Transfer utterance's science subject arrival tags reports expresses timer match space; Primary software category timer science linking text dominated arrival'. Falls time...
fancyzhx/ag_news
degenerate:keyword_salad
degenerate-synthetic
Wireless earbuds with active noise cancellation, 8-hour battery life, Bluetooth 5.2, IPX5 water resistance, and touch controls.
Category: Electronics > Audio > Headphones Path: Electronics > Audio > Headphones Tags: Electronics > Accessories > Audio Reason: The item is explicitly wireless earbuds (headphones), with audio and electronics as the proper hierarchy; the accessories tag is unnecessary because earbuds are a primary audio device, not a...
Category: Electronics > Audio > Headphones Path: Electronics > Audio > Headphones Tags: Electronics > Accessories > Audio Reason: The item is explicitly wireless earbuds (headphones), with the touch controls as a key interactive feature; the primary classification highlights the touch interface, while the audio and ele...
synthetic:deepseek/deepseek-v4-flash-0731
misprioritised
defect-injection:deepseek/deepseek-v4-flash-0731