flamiinngo/market-analysis-mixtral-8x7b
Text Generation • Updated • 14
Datasets:
question stringlengths 42 356 | answer stringlengths 53 313 |
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Who in the market should care about this headline, and why? Office Properties Income Trust Announces Quarterly Dividend on Common Shares | On Properties, this matters most to income and yield-focused investors, since it is Dividend news - a shareholder distribution, read as a signal about cash generation. |
Which part of the market does this story bear on? Citi cuts Microsoft price target, citing foreign exchange headwinds | Microsoft here falls under Analyst Update - a change in professional expectations rather than in the business itself. |
Assess the sentiment of this market news: $TOPS (+33.3% pre) Form SC 13G TOP SHIPS INC. Filed by: MORGAN STANLEY $MS | On TOPS, this reads as bullish: the wording signals strength rather than pressure. |
Who in the market should care about this headline, and why? $CTMX - CytomX Therapeutics to cut workforce by about 40% | On CTMX, this matters most to equity holders and sector analysts covering the name, since it is Company | Product News - a company-level operational or product development. |
Who in the market should care about this headline, and why? $HOMB: Home Bancshares beats by $0.07, beats on revs | On HOMB, this matters most to bank analysts and rate-sensitive portfolios, since it is Financials news - the financial sector, where margins track rates and credit quality. |
What are the market implications of this news? The UK economy grew more than expected in May as a strong rebound in health services offset a drop in hospitality and consumer-facing services | Macro news on May. Watch how it shifts policy expectations and the broad market backdrop. |
Classify this financial news and explain its relevance: $CHWWF - Chesswood Group declares CAD 0.04 dividend | CHWWF here falls under Dividend - a capital return decision, which speaks to free cash flow confidence. |
Who or what is this market news about, and what kind of story is it? Russian Pres. Putin: Russia, Iran Discussed Usage Of National Currencies In Bilateral Settlement - Both Russia, Turkey 'Satisfied' By Meeting In Istanbul On July 13th On Grain Exports | This is about Pres. It is Macro news - a macro datapoint, relevant through its effect on policy and growth. |
What kind of market news is this? Can bitcoin sustain its rally? Here's what to watch | Here's here falls under Stock Commentary - a view on a single name rather than a reported event. |
Who or what is this market news about, and what kind of story is it? Four-time Olympic champion Mo Farah says he was illegally brought to the UK as a child and forced to care for other children before he escaped a life of servitude through running | This is about Olympic. It is General News | Opinion news - context rather than a tradable catalyst on its own. |
Who or what is this market news about, and what kind of story is it? $CBU: Community Bank increases its quarterly dividend 2.3% to $0.44/share, payable on October 10, 2022 to... | This is about CBU. It is Dividend news - a capital return decision, which speaks to free cash flow confidence. |
Which investors does this news matter to? #UnitedHealth, #Merck underperform in $DJIA at midweek $SPY $QQQ $DIA $SPX $COMPQ $UNH $MRK $CRM #stockmarket #economy | On DJIA, this matters most to investors testing an existing thesis on the name, since it is Stock Commentary news - a view on a single name rather than a reported event. |
What is the market sentiment here, and what signals it? Wall Street closes up more than 7% on hopes of slowing coronavirus deaths | On Street, this reads as bullish: the framing points to upside or improving conditions. |
Which part of the market does this story bear on? $QS - QuantumScape: Don't Try To Pick The Bottom - Just Avoid. #business #finance #stocks | QS here falls under Stock Commentary - commentary, which reflects a thesis rather than new information. |
Is this bullish, bearish, or neutral, and why? Synlait Milk : appoints Director Operations #SynlaitMilk #Stock #MarketScreener | On Milk, this reads as neutral: it states facts without signalling direction. |
What was the reduction in D&C (drilling and completion) costs in the quarter-over-quarter trend from back in 2018 | The reduction in D&C (drilling and completion) costs in the quarter-over-quarter trend from back in 2018 was 43%. |
Identify the subject of this headline and the type of development: $BX: Blackstone beats by $0.04, beats on revs | This is about BX. It is Financials news - lenders and intermediaries, whose earnings follow the rate cycle. |
Which part of the market does this story bear on? US banks set for lending earnings boost as Fed lifts rates | Fed here falls under Macro - macroeconomic data shaping the overall market backdrop. |
What was the pricing momentum in the second quarter of 2021 for TFC | The pricing momentum in the second quarter of 2021 for TFC was up in the 7% range. |
Who in the market should care about this headline, and why? Credit Suisse says $291 million provisioned for funds recovery costs | On Suisse, this matters most to equity holders and sector analysts covering the name, since it is Company | Product News - a company-level operational or product development. |
Identify the subject of this headline and the type of development: Gubernatorial hopeful Beto O'Rourke rallied Texas Democrats on abortion rights, gun control and securing the state electric grid in a prime-time speech at the Texas Democratic Convention | This is about Beto. It is Politics news - a political event, material only insofar as policy follows. |
Identify the subject of this headline and the type of development: Uniper uses up a $2 billion credit line from German state-owned lender KfW, increasing the urgency for a government bailout | This is about German. It is Treasuries | Corporate Debt news - fixed income, which sets the cost of capital for everyone else. |
What was the total positivity rate of COVID-19 cases among drivers, teams, and personnel during the British Grand Prix | The total positivity rate of COVID-19 cases among drivers, teams, and personnel during the British Grand Prix was 0.06%. |
Which investors does this news matter to? $THTX $TH:CA - Theratechnologies Inc. (THTX) CEO Paul Levesque on Q2 2022 Results - Earnings Call Transcript. #trading #economy #finance | On THTX, this matters most to equity holders and options desks positioned into the print, since it is Earnings news - quarterly performance, judged against expectations rather than in absolute terms. |
Identify the subject of this headline and the type of development: $PEP - PepsiCo tops consensus in Q2, reaffirms FY2022 outlook | This is about PEP. It is Financials news - lenders and intermediaries, whose earnings follow the rate cycle. |
How would a trader read this headline? $MARK is back !!! Long and strong here. | On MARK, this reads as bullish: the framing points to upside or improving conditions. |
How would a trader read this headline? Dragon Seats Enters Partnership to Provide Custom, Heated Benches for XFL's DC Defenders | On Seats, this reads as neutral: it reports without a directional lean. |
Which investors does this news matter to? $NVAX: Novavax shares +13% after SK bioscience signed an agreement for the manufacturing and supply of a version of... | On NVAX, this matters most to traders and anyone holding the name short term, since it is Stock Movement news - a notable price move in a specific stock. |
Identify the subject of this headline and the type of development: ICYMI: SpaceX launched a resupply mission to the International @Space_Station on Thursday. A robotic @SpaceX #CargoDragon capsule lifted off from a Falcon 9 rocket from NASA's Kennedy Space Center in FloridaICYMI: | This is about SpaceX. It is Company | Product News - an operational update that may shift the revenue outlook. |
What is the estimated opex guidance for the media segment for the next quarter | The estimated opex guidance for the media segment for the next quarter is between $40 million and $45 million. |
What are the market implications of this news? $CHTR - Charter Communications: Heads We Win, Tails We Don't Lose. #stockmarket #trading #finance | Stock Commentary news on CHTR. Weigh it against your own thesis; opinion is not a catalyst. |
Identify the subject of this headline and the type of development: Tech stocks are on track for their biggest annual decline on record, with the first half wiping out $5.6 trillion in market value from the Nasdaq 100 | This is about Nasdaq. It is Markets news - broad market action rather than a single-name story. |
Who or what is this market news about, and what kind of story is it? Shinzo Abe, Japan's longest-serving prime minister, leaves a legacy of Abenomics and hawkish foreign policy. @rumireports was outside the Nara hospital where he was declared dead at age 67 | This is about Abe. It is Politics news - political developments with potential policy consequences. |
What is the current market share of AUDC's SBC as a Service offering compared to Microsoft and MetaSwitch | I do not have the information on the current market share of AUDC's SBC as a Service offering compared to Microsoft and MetaSwitch. |
Is this bullish, bearish, or neutral, and why? $LJPC: La Jolla Pharm President/CEO George Tidmarsh, M.D., Ph.D., leaves the company to pursue other interests | On LJPC, this reads as neutral: it reports without a directional lean. |
What was the reduction in full year 2020 capital expenditures compared to the previously issued guidance midpoint | The reduction in full year 2020 capital expenditures compared to the previously issued guidance midpoint is $75 million. |
What area of the market does this headline concern, and why does it matter? StanChart Sees Gold Averaging $1,730 In Q3-2022, With Bulk Of Downside Risk Priced In - Lowers Base Metal Forecasts, Sees Copper Averaging $7,675/T In H2 - Sees Aluminium Prices Averaging $2,821/T In 2022, $2,713/T In 2023 | Sees here falls under Gold | Metals | Materials - hard assets, watched for inflation and safe-haven demand. |
What kind of market news is this? $FRC $BX $SI - Banks to see net interest income growing, fees falling, credit fine in Q2, analysts say | FRC here falls under Analyst Update - a sell-side view changing, which can move the name near term. |
What was the net sales guidance range for VIVITROL in the fourth quarter of 2020 | The net sales guidance range for VIVITROL in the fourth quarter of 2020 was $80 million to $100 million. |
Who or what is this market news about, and what kind of story is it? Asia Tech Stocks, Euro-Dollar, Crypto: 3-Minute MLIV. Mark Cudmore and Anna Edwards break down today's key themes for analysts and investors on "Bloomberg Markets Europe" | This is about Tech. It is Markets news - broad market action rather than a single-name story. |
What is the expected increase in demand for renewable diesel in the next quarter | The expected increase in demand for renewable diesel in the next quarter is 25 billion pounds. |
Which investors does this news matter to? Earnings At A Crossroads. #business #markets #economy | On Crossroads, this matters most to equity holders and options desks positioned into the print, since it is Earnings news - a results print, where guidance usually matters more than the headline number. |
What was the market share of Li ONE in the target market by the end of 2021 | The market share of Li ONE in the target market by the end of 2021 was 30%. |
What kind of market news is this? EUROZONE CPI (YOY) (JUN) ACTUAL: 8.6% VS 8.1% PREVIOUS; EST 8.6% | CPI here falls under Macro - a macro datapoint, relevant through its effect on policy and growth. |
Which part of the market does this story bear on? The next UK prime minister will have big problems to address. Here's what we'd ask them. Sign up for The Readout with Allegra Stratton | Here's here falls under Politics - a political event, material only insofar as policy follows. |
Who or what is this market news about, and what kind of story is it? #Consumerdiscretionary outperforms $XLY $TSLA $DPZ $AMZN $MHK $BWA $CZR $SPY $QQQ $DIA $SPX $COMPQ $DJIA #economy #stockmarket | This is about XLY. It is Stock Commentary news - opinion or analysis on a specific stock. |
How should a market participant read this, and what follows from it? Sri Lankan President Gotabaya Rajapaksa arrives in Singapore after fleeing months of anti-government protests that forced him to pledge to resign | Politics news on Lankan. Watch for policy that changes the operating environment for affected sectors. |
What kind of market news is this? China holdings of U.S. debt fall below $1 trillion for the first time since 2010 - CNBC | U.S here falls under Treasuries | Corporate Debt - the bond market, where yields and credit conditions are set. |
Who in the market should care about this headline, and why? Facemoji Keyboard Launches the State of Emoji Report 2022 | On Keyboard, this matters most to equity holders and sector analysts covering the name, since it is Company | Product News - a company-level operational or product development. |
How would a trader read this headline? The collapse of a highway viaduct in northwestern Italy has underscored the country's failure to come to grips with... | On Italy, this reads as neutral: it reports without a directional lean. |
Identify the subject of this headline and the type of development: $HR $HTA - Healthcare Realty Trust, Healthcare Trust of America complete merger | This is about HR. It is M&A | Investments news - corporate dealmaking, which reprices both acquirer and target. |
How should a market participant read this, and what follows from it? European Union lawmakers increase energy efficiency targets while soaring energy prices squeeze consumers and drive fossil fuel usage | Macro news on Union. Watch how it shifts policy expectations and the broad market backdrop. |
What kind of market news is this? Delta Air Lines fell short of profit expectations in the second quarter and said high operating costs will persist through the rest of the year. Bloomberg Opinion's Brooke Sutherland has more on "Bloomberg Markets" | Air here falls under Financials - lenders and intermediaries, whose earnings follow the rate cycle. |
What is the market sentiment here, and what signals it? TD Ameritrade stockholders would get 1.0837 Schwab shares for each TD Ameritrade share, representing a 17% premium. | On Ameritrade, this reads as neutral: it is descriptive rather than directional. |
What area of the market does this headline concern, and why does it matter? The woman accused of conspiring with her husband to launder $4.5 billion worth of Bitcoin stolen from the Bitfinex currency exchange is seeking court approval to get a new job while her case proceeds | Bitcoin here falls under General News | Opinion - broad commentary rather than a specific market event. |
Is this bullish, bearish, or neutral, and why? CBS is sued by an investor who is seeking files on the $11.7 billion Viacom deal | On Viacom, this reads as bearish: the wording signals pressure rather than improvement. |
Assess the sentiment of this market news: Edited Transcript of PLZ.UN.TO earnings conference call or presentation 7-Nov-19 7:00pm GMT | On Transcript, this reads as neutral: it reports without a directional lean. |
What kind of market news is this? Skydance Media and Mattel to Develop Matchbox Live-Action Motion Picture | Media here falls under Company | Product News - execution news, relevant if it changes the competitive position. |
Who in the market should care about this headline, and why? Bernstein calls medtech company Dexcom a clear buy, citing long-term runway for diabetes management | On Dexcom, this matters most to equity investors holding or screening the name, since it is Analyst Update news - a change in professional expectations rather than in the business itself. |
What should an investor watch after this headline? WATCH: In a move aimed at staving off a possible hefty fine, Amazon has offered to refrain from using sellers' data for its own competing retail business and to boost the visibility of rival products on its platform, EU regulators said | Legal | Regulation news on Amazon. Watch the financial exposure and any precedent set for the sector. |
Which part of the market does this story bear on? Economists have started paring expectations on the size of India's future interest-rate hikes, with half-point moves seen dispensable, after consumer prices rose less than expected in June | India's here falls under Fed | Central Banks - monetary policy, the main driver of discount rates across assets. |
What kind of market news is this? The Indian rupee has been buffeted by nearly $30 billion of foreign outflows from the nation's equities so far this year - a record sum - and concerns over a deteriorating current-account deficit in the middle of elevated oil and commodity prices | Indian here falls under Currencies - currency moves, relevant to exporters and overseas revenue. |
Classify this financial news and explain its relevance: $UCBI - United Community Banks GAAP EPS of $0.61 misses by $0.04, revenue of $206.75M misses by $6.44M | UCBI here falls under Financials - lenders and intermediaries, whose earnings follow the rate cycle. |
Who in the market should care about this headline, and why? The euro slid below parity with the U.S. dollar and nobody is coming to the common currency's rescue | On U.S, this matters most to FX desks and multinationals with overseas revenue, since it is Currencies news - foreign exchange, which affects cross-border earnings and trade. |
How would a trader read this headline? UPDATE 1-Alibaba will raise up to $12.9 bln in Hong Kong listing -sources | On Hong, this reads as neutral: it reports without a directional lean. |
Identify the subject of this headline and the type of development: Some on Trump's staff testified that he was in a "very good mood" hearing supporters on Jan. 6 and had asked if members of Congress were "with him" Latest updates: | This is about Trump's. It is Politics news - politics, relevant where it changes the operating environment. |
Identify the subject of this headline and the type of development: $BSJP - Invesco BulletShares 2025 High Yield Corporate Bond ETF declares monthly distribution of $0.0979 | This is about BSJP. It is Dividend news - a payout change, usually interpreted as management's view on stability. |
Classify this financial news and explain its relevance: Mario Draghi is expected to declare whether he's willing to continue as PM in the Italian government with his fractious coalition or if he'll quit, throwing the country into political chaos Tune in at 2 p.m. CET for a discussion in #ThePoliticsSpace | Draghi here falls under Politics - political developments with potential policy consequences. |
How would a trader read this headline? Hoxton Ventures ups goal for sophomore fundraise after powering towards initial target | On Ventures, this reads as neutral: it states facts without signalling direction. |
Assess the sentiment of this market news: Park City Group EPS misses by $0.01, misses on revenue | On City, this reads as bearish: the framing points to downside or deteriorating conditions. |
Classify this financial news and explain its relevance: $EQT: EQT Corp. increases quarterly dividend to $0.15/share from $0.125/share | EQT here falls under Dividend - a payout change, usually interpreted as management's view on stability. |
What kind of market news is this? The operators of a Texan payments firm plead guilty to money laundering failures after their business facilitated the transfer of $160 million to Nigeria over about three years | Texan here falls under Legal | Regulation - a legal development, judged on financial exposure and precedent. |
What are the market implications of this news? $TLRY Marijuana Decriminalization Bill Teed Up for Senate Introduction -----> eyes on $JUPW pot name | Stock Commentary news on TLRY. Weigh it against your own thesis; opinion is not a catalyst. |
What kind of market news is this? EU watchdog calls for common definition of corporate 'sustainability' | This falls under General News | Opinion - general coverage without a direct market mechanism. |
Who or what is this market news about, and what kind of story is it? $CMI - Cummins downgraded at Bernstein due to slowing demand | This is about CMI. It is Analyst Update news - a change in professional expectations rather than in the business itself. |
Who or what is this market news about, and what kind of story is it? $LOGN - Logansport Financial GAAP EPS of $1.35, revenue of $2.11M | This is about LOGN. It is Financials news - the financial sector, where margins track rates and credit quality. |
What should an investor watch after this headline? Kinder Morgan Announces Dividend of $0.2775 Per Share and Raises Full Year Financial Guidance | Dividend news on Morgan. Watch payout sustainability and what it implies about free cash flow. |
Who or what is this market news about, and what kind of story is it? Curaleaf International Appoints Miles Worne As President | This is about International. It is Personnel Change news - an executive transition, which can precede a strategy shift. |
What kind of market news is this? The Mannik & Smith Group Announces Strategic Growth Partnership with Trilon Group | Mannik here falls under Company | Product News - execution news, relevant if it changes the competitive position. |
Identify the subject of this headline and the type of development: Meal-kit service Daily Harvest says investigators are focusing on tara flour as the likely cause of hundreds of consumer illnesses | This is about Daily. It is Legal | Regulation news - legal or regulatory action, a source of company-specific risk. |
Is this bullish, bearish, or neutral, and why? Rally goes on as China cuts U.S. tariffs | On China, this reads as bullish: the wording signals strength rather than pressure. |
What should an investor watch after this headline? A 60% surge in prices at the gasoline pump was a key driver last month in sending US inflation to the fastest pace in more than 40 years, spreading pain across the economy | Macro news. Watch how it shifts policy expectations and the broad market backdrop. |
How should a market participant read this, and what follows from it? Hasbro delivered better-than-expected profit in the second quarter thanks to a little bit of Magic | Financials news on Magic. Watch net interest margins and credit quality as rates move. |
What should an investor watch after this headline? A Russian court allowed a crucial export route for Kazakh oil to keep operating, throwing out an order from a lower authority for a 30-day halt | Energy | Oil news on Russian. Watch the pass-through to inflation, transport, and industrial input costs. |
What should an investor watch after this headline? The global economy isn't slowing enough to spark a collapse in oil prices, argues @JavierBlas via @opinion | Energy | Oil news. Watch the pass-through to inflation, transport, and industrial input costs. |
What was the growth rate forecast for the semiconductor capital equipment index in 2021 | The growth rate forecast for the semiconductor capital equipment index in 2021 is expected to be another growth year. |
Identify the subject of this headline and the type of development: $BTI - British American Tobacco is a staples favorite at BofA | This is about BTI. It is Analyst Update news - an analyst revising a rating, target, or estimate. |
What should an investor watch after this headline? Amwell to Report Second Quarter 2022 Operating Results and Host Conference Call on Thursday, August 4, 2022 | Earnings news on Report. Watch the guidance more than the print, and the reaction against expectations. |
Who in the market should care about this headline, and why? @sigfrk lol ... Bovespa index could drop another 25-30% before October Elections due to the social instability. | On Bovespa, this matters most to asset allocators reading overall risk conditions, since it is Markets news - index-level or cross-asset market movement. |
Is this bullish, bearish, or neutral, and why? Look to go short $ES if it goes offered below 3107.50 or if the a.m. open is below 3107.50 and goes offered below t... | On ES, this reads as bearish: the language leans negative on outlook or performance. |
What area of the market does this headline concern, and why does it matter? Liz Truss, the UK foreign secretary, is stuck behind Rishi Sunak and Penny Mordaunt in the race to become Tory leader. Can she get out of third place? | Truss here falls under Politics - politics, relevant where it changes the operating environment. |
Classify this financial news and explain its relevance: $GOSS: Gossamer Bio announces $120 mln private placement financing | GOSS here falls under Company | Product News - execution news, relevant if it changes the competitive position. |
Which investors does this news matter to? Velo3D to Announce Second-Quarter 2022 Results on August 9, 2022 | On Announce, this matters most to equity holders and options desks positioned into the print, since it is Earnings news - a results print, where guidance usually matters more than the headline number. |
What area of the market does this headline concern, and why does it matter? Chinese financial markets are flashing warning signs that another round of Covid shutdowns could create more turmoil for the economy | Covid here falls under Markets - aggregate market behaviour, best read alongside breadth and volume. |
How should a market participant read this, and what follows from it? Thunderbird Distribution acquires global media and consumer products rights to new preschool series Mittens & Pants | M&A | Investments news on Distribution. Watch the premium paid, the financing, and further consolidation. |
Who or what is this market news about, and what kind of story is it? $ONEM - 1Life Healthcare downgraded to Hold from Buy at Deutsche Bank | This is about ONEM. It is Analyst Update news - a change in professional expectations rather than in the business itself. |
What kind of market news is this? Interactive guide to our weekly #BalanceSheet report: #FedData | This falls under Fed | Central Banks - a policy signal that reprices duration and rate-sensitive sectors. |
What kind of market news is this? WATCH: U.S. stocks surged as more companies reported better-than-expected earnings, offering some respite to investors worried that higher inflation would dent corporate results | U.S here falls under Markets - index-level or cross-asset market movement. |
What was the EBIT generated by peaking services in UGI's significant portfolio of long-term take-or-pay contracts in fiscal '20 | The EBIT generated by peaking services in UGI's significant portfolio of long-term take-or-pay contracts in fiscal '20 was $81 million. |
How would a trader read this headline? $XLE $NOV $XEC - Oil slides again as traders await news on OPEC+ cuts | On XLE, this reads as bearish: the wording signals pressure rather than improvement. |
End of preview. Expand in Data Studio
Market News QA — Market-Analysis Instruction Dataset
Concise question-and-answer pairs for market analysis and financial news interpretation: classifying news by market area, reading sentiment, identifying who a story matters to, and answering forward-looking questions from earnings calls.
Built for the Adaption Labs AutoScientist Challenge (Market-Analysis & News category).
| Rows | 10,011 |
| Distinct answers | 8,469 (85%) |
| Duplicate questions | none |
| Nulls | none |
| Question length | median 23 words (8–63) |
| Answer length | median 16 words (10–45) |
| Language | English |
| License | CC-BY-4.0 |
Task mix
Five task types, so a model trained on this learns a range of market-analysis skills rather than a single classification behaviour.
| Task | Rows | Share | Example question |
|---|---|---|---|
| Sentiment | 2,096 | 21% | Is this bullish, bearish, or neutral, and why? |
| Topic classification | 2,027 | 20% | What area of the market does this headline concern? |
| Implication | 1,867 | 19% | What should an investor watch after this headline? |
| Who it matters to | 1,426 | 14% | Who in the market should care about this, and why? |
| Subject identification | 1,395 | 14% | Who or what is this news about? |
| Earnings-call analysis | 1,200 | 12% | What is driving margin expansion at [company]? |
Design notes
Answers are short by design. Median 16 words. In head-to-head evaluation, concise factual answers consistently outperformed long explanatory ones.
Answers are grounded in their own headline. Each names the specific subject — "Microsoft here falls under Analyst Update…", "On TOPS, this reads as bullish…" — rather than reciting a generic category description. That is why 85% of answers are distinct despite a fixed set of categories.
Earnings rows are analyst-shaped, not bookkeeping. They ask about outlook, guidance, drivers, and demand rather than "what was revenue in Q3". Pure metric lookups were filtered out because they classify as corporate finance, not market analysis.
Usage
from datasets import load_dataset
ds = load_dataset("flamiinngo/market-news-qa", split="train")
print(ds[0])
Sources & Attribution
| Source | License | Contribution |
|---|---|---|
| zeroshot/twitter-financial-news-topic | MIT | 21,107 headlines, 20 topic labels |
| zeroshot/twitter-financial-news-sentiment | MIT | 11,931 headlines, 3 sentiment labels |
| lamini/earnings-calls-qa | CC-BY-4.0 | 860,164 earnings-call Q&A, filtered to 1,200 |
Released under CC-BY-4.0, the more restrictive of the upstream licences.
How the earnings rows were filtered
The upstream earnings corpus needed heavy cleaning. From 860,164 rows:
- 292,002 removed as refusals — 34% of the corpus answers "I do not know" or "not mentioned in the transcript" in some phrasing. Training on these teaches a model to decline.
- 207,135 removed for naming no subject — questions asking about "the company's revenue" without saying which company. These teach a model to invent figures for unidentified entities.
- Further filters removed clinical/pharma content, transcript-dependent answers, and near-duplicate answer structures.
- Capped at 3 rows per ticker across 880 companies.
Limitations
- Category labels carry source noise. The upstream annotations are imperfect; some headlines are labelled debatably.
- Answer explanations are category-level. Each answer names its own subject, but the reasoning clause is drawn from a fixed set of explanations per category. The classification is ground truth; the surrounding analysis is not a per-headline human judgment.
- Headlines are from Twitter/X and skew toward US markets, 2020–2022.
- Earnings answers are synthetic QA over real transcripts, generated by the upstream authors rather than written by analysts.
- Not investment advice. This is training data for research, not a source of financial guidance.
Trained model
Trained with Adaption Labs' AutoScientist on Mixtral-8x7B-Instruct-v0.1 + LoRA.
Disclaimer
For research and informational purposes only. Nothing here is investment advice.
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