Datasets:

gamug
/

FinBERT-financial-news-data

sentence stringlengths 20 300	label stringclasses 3 values	article_id int64 53 485k
After spending most of the past decade being trounced by the U.S. stock market, international equities are back and investing experts say the opportunity should last.	positive	288,268
Baird estimates a 30% reduction in marketing spend could fully offset a 50 basis point increase in credit provisions, leaving earnings per share intact.	positive	4,906
Blostein said Tradeweb shares are too attractive to ignore at current levels.	positive	262,677
As most of the traditional media stocks were absolutely obliterated in the market recently, Jim Cramer remains a fan of the nontraditional media plays, such as video games.	negative	43,103
BECU's business has grown tremendously— as of July 2013 it was second-most-used primary bank in the Seattle area, behind Bank of America., the newspaper said.	positive	135,514
Current-quarter-sales guidance below the loftiest of expectations is another drag on the stock.	negative	342,352
Levi is find success in what the 55-year-old chief executive described as a new strategy of trying to dress customers denim — from head-to-toe.	positive	482,872
Beyond the shift in the digital mix, Costco management has pointed to fewer new warehouse openings in higher-growth international markets, which have historically been a major catalyst for membership growth.	neutral	298,070
Shares of Norwegian Cruise Line , United Airlines and Delta Air Lines each declined around 2%.	negative	166,460
Don't Miss: Like this story?	neutral	31,464
Guess moved lower after Morgan Stanley initiates coverage of the retailer with an "underweight" rating, saying its core retail business remains under pressure in U.S. and Europe.	negative	167,662
Fiscal Q1 marked the 40 th consecutive quarter of organic sales growth, which kept the business on track for its 10 th straight year of core earnings per share (EPS) growth.	positive	147,029
"The market corrections can also offer fresh opportunities to pick up equities at more reasonable valuations." Bank stocks across the region mostly fell on Thursday, after financials stateside saw a rout overnight amid the market turmoil on Wall Street.	negative	455,452
Third Quarter and Nine Months 2010 Financial Results Revenue Total revenue for the third quarter 2010 increased year-over-year by 48.9% to $32.9 million, due to the increase in the volume and average selling price of micro motor units sold.	positive	169,741
Buffett's contest is capped at 15 million entrants, so, Bergen says, if all 15 million sign up and they all have some knowledge of basketball, the odds are still 8,500-1 against a perfect bracket.	neutral	200,023
That could be $5,400 of time saved over the course of a decade, though online ordering might save you more or less than 20 hours per year depending on your lifestyle and where you live.	neutral	481,497
"I was obviously a really big fan of his pizza at that point, and excited to have this incredible vehicle for people to try Mike's Hot Honey." Kurtz started producing honey by the gallon.	neutral	11,995
It confirmed Vodafone as the world's largest mobile operator and the biggest company in the FTSE 100 index.	neutral	83,025
Najarian , who's up 8 percent this year in his model portfolio, believes that after the stock got hammered by lowering its earnings guidance last month, the bulls are now looking for a rebound.	positive	384,224
Flex's facility in Mexico has become one of Nike's most important factories, responsible not just for a growing slice of the company's production but also for a string of innovations to be rolled out across Nike's supplier base, such as laser-cutting and automated gluing.	positive	373,777
The administration has also been trying to hammer out a deal with other European and Asian allies to impose a price cap on Russian oil to bring down gas prices and cut into the Kremlin's revenue.	neutral	66,574
"You're exactly why people watch this show, because they want to have that idea, they want to come on and be on that carpet." "We're going to give you $100,000, no royalty, [for] 20% [equity] split between us," Greiner said.	neutral	104,137
AMC raising additional money through the APE units would not be a surprise on Wall Street.	neutral	214,599
The federal funds rate, which is set by the U.S. central bank, is the interest rate at which banks borrow and lend to one another overnight.	neutral	9,841
Shares of telecom giant AT&T stumbled Wednesday after rivals T-Mobile and Verizon crushed expectations for new subscribers.	negative	127,273
China Electric continues its initiatives to increase higher-margin direct sales to domestic OEMs as a proportion of total revenue and has devoted resources to increase brand awareness and product recognition and heighten customer loyalty.	positive	169,741
Early in 2019, we had some low inflation." The comparison to those low levels will make a rise in inflation look relatively larger, and prices for agricultural commodities could continue to increase on new demand from China, he said.	neutral	24,147
The stock got clobbered today.	negative	183,684
All four of those companies have more than doubled in value this year, with Intel leading the way, up well over 200%.	positive	1,247
WE SAID THAT DURING OUR RESULTS LAST WEEK.	neutral	399,853
It's something that has been in the ether for some time; I think the Chinese have been concerned about it mainly in terms of how they're perceived by others," said Nathan Sheets, chief economist at PGIM Fixed Income.	neutral	25,611
17-18, with investors closely monitoring economic data for clues on just how big a rate move they are likely to deliver.	neutral	9,353
"This is the exact world that I was worried about," El-Erian said Friday on CNBC.	neutral	235,247
New Reserve Bank of India chief Raghuram Rajan cheered markets earlier this month when he started his role by outlining measures to support the battered .	positive	86,560
Applied Materials — Shares of the semiconductor equipment maker jumped 6.35% on the company's better-than-expected fiscal first-quarter results and strong second quarter.	positive	171,379
Monster isn’t going away, but on the margin, at least, it would appear its growth could be at risk.	negative	322,710
For the institutional buyer, it's about how much they already have on their books." He said it's also about risk assessment.	neutral	22,884
"While valuation is a sticking point, we continue to point out that it has been a horrible predictor for future Technology performance," said Belski.	neutral	11,439
We hope this means improved AI offerings from our portfolio companies, too.	positive	346,288
The move is part of Biden's broader push to drive up wages, create more union jobs and strengthen U.S. supply chains, the official said.	neutral	107,865
Earlier this week, a report showed consumer prices rose less than expected in April.	positive	7,339
Seagate Technology – Shares of the data storage company rose 6% after Seagate issued an outlook that trounced analysts' expectations.	positive	154,501
Trina Solar's products provide reliable and environmentally-friendly electric power for a growing variety of end-user applications worldwide.	positive	275,728
OUR PROFITS AND RESULTS WILL BE SOLID AND WELL IMPROVE THAT PROGRESSIVELY AND IMPROVE THAT.	positive	399,853
With trade tensions toned down, stocks have clearance to rally into year-end, a traditionally positive time for stocks.	positive	24,261
"We continue to see acquisition potential," Carsten Knobel told Boersen-Zeitung in an interview published on Saturday.	positive	369,246
The S&P was slightly higher at midday, despite the steep 13 percent two-day decline in tarnished darling, Apple. (Read More: Why Stocks Rallied Even While Apple Got Crushed) "Fifteen hundred is a big level.	negative	274,433
"When you have this kind of volatility, you just fundamentally have a harder time prosecuting transactions that may be in your pipeline, but they don't happen as quickly as you might otherwise expect," Waldron said at the conference.	negative	159,258
TD Ameritrade CEO Fred Tomczyk said the firm is well-positioned to thrive in the current market environment.	positive	285,281
For the fiscal year ended June 30, 2012, Avnet generated revenue of $25.7 billion.	neutral	394,770
But Heilman and Davison, who initially asked the Sharks for a $100,000 investment in return for 10% stake in the company, felt a perpetual royalty was too risky.	neutral	104,137
The dollar tumbled as much as 4.4% on the second trading day of this year as a lack of yen liquidity due to Japanese market holiday amplified the dollar/yen's fall sparked by a rare revenue warning from Apple.	negative	24,190
Nonetheless, if Apple does beat, and manages to meet some of those crazy whisper numbers out there, that could mean Apple will crush numbers in its September quarter.	positive	408,150
Markets had been hammered in the fourth quarter, but both indexes have regained more than 16 percent since late December.	positive	239,840
The cranes and construction equipment supplier pummeled, after the company indicated that a big jump in its backlog last quarter was not necessarily a signal that sales were accelerating. – Pete Najarian believes MTW will go higher.	negative	469,332
In other words, we would not be surprised to see Coterra outperform its initial expectation. (Jim Cramer's Charitable Trust is long CTRA.	positive	16,867
The barometers that traders look at for stocks, The lack of volatility, at least for stocks, suggests that there are few investors betting that the will make any big moves, not just for a month out but for months to come, according to market futures.	neutral	36,416
Seagate Technology – Shares of the data storage company rose 8% after Seagate issued an outlook that trounced analysts' expectations.	positive	231,253
But the Fed's actions revived it, including a new liquidity facility for state and local governments.	neutral	22,884
Over the last three weeks inventories have increased by 2.7 MMbbls or 9.1%.	negative	435,695
Zuora – The enterprise software company added nearly 6% after Goldman Sachs upgraded shares to buy, citing a stabilization in fundaments and "improving profitability profile." The firm sees 30% upside for Zuora shares.	positive	53
"Now, you know many of these stocks trade together, and they get hammered together," Cramer said.	negative	148,198
TD Ameritrade — The brokerage firm beat estimates by 3 cents a share, with quarterly profit of 39 cents per share, while revenue matched Street predictions.	positive	285,281
Thai Life Insurance may sell a stake of at least 20 percent, sources familiar with the matter said, in a deal that could value the country's No.	neutral	314,280
Shares of Boston Beer dipped more than 3% in Tuesday premarket trading. —CNBC's Michael Bloom contributed to this report.	negative	355,366
Australian shares finished sharply higher, snapping a four-day slide, as energy infrastructure group Alinta jumped over 12% on a management buy-out offer, while big miners such as BHP Billiton rallied after their recent rout.	positive	56,178
There is no indication it will be hitting a recession," said Ayako Sera, market economist at Sumitomo Mitsui Trust Bank.	neutral	24,190
He added that new technology is leading to the creation of entirely new job categories.	neutral	10,581
We had incredibly low gas prices and they displaced more coal generation than at any time before," said James Stevenson, senior director of global coal at IHS Markit.	neutral	272,040
During the quarter, the Company sold more higher-priced products, which include its numerical control motor products, than lower-priced products.	positive	169,741
Based on its modeling, WHO said an estimated 89 million medical masks and 76 million examination gloves would be required each month to respond to COVID-19.	neutral	223,597
CCS, which traps emissions blamed for global warming during the burning of fossil fuels and stores them underground, had been regarded as too expensive by the government, which last year cancelled plans to spend up to £1 billion to help commercialize the technology.	negative	39,711
Asian markets closed mixed on Monday as data from China showed industrial profits declined 8.7 percent in August from a year earlier — their biggest drop since 2011 — providing further evidence of weakness in the world's second-largest economy.	negative	42,793
That is because during the 2015 tax filing season, millions of low- to moderate-income taxpayers will likely first learn that they exceeded the income eligibility levels for the Obamacare subsidy they received in 2014 and will need to repay the government.	negative	42,800
"The best way to benefit from the annualized return is to stay in the market," she said.	neutral	235,661
"But what's even better this year is the refinancing.	neutral	310,995
"That's why Caterpillar got clobbered — [management] described the past quarter as the high-water mark, even as the company raised its full-year earnings guidance by a couple of bucks," the "Mad Money" host said on Tuesday.	negative	157,636
Early in 2017 the bank said it was raising its minimum wage to a range of $13.50 to $17.	neutral	480,354
Stocks turned lower as a drop in mid-Atlantic manufacturing in October brought the crushing reality of recession back to the front burner.	negative	311,210
We see downside to street earnings driven by 1) No growth in Nutrition segment; 2) Soy crush driving Yoy Decline in Crush earnings." RBC downgrades Northrop Grumman to sector perform from outperform RBC downgraded the stock after its earnings earnings and says upside is limited.	negative	115,472
It comes amid stagnant wages in the face of persistently high inflation and rising home prices and rent.	negative	11,425
Chuck Schumer, D-N.Y., can scurry to add up all of Wells Fargo's recent stock buybacks — Wells Fargo returned close to $8 billion to shareholders in the second and third quarter of 2017 — as a way to show that it's only chump change going to the lowest rung of workers.	negative	480,354
Apple, in particular, is in desperate need of one, which is why we were pleased to hear CEO Tim Cook say on the conference call that the company is "significantly growing" its AI investments.	positive	346,288
"Regarding relations with China or the US, my concern would be that it provides an opportunity for mixed messages from Taiwan, one that China may try to exploit," said Timothy S.	neutral	11,425
July's numbers crushed estimates, contributing to a more positive economic outlook following a mediocre earnings season.	positive	422,239
To Cramer, it appears as though the little newspaper and book division has been “crushing the value out of News Corp.” It seems Cramer wasn’t the only one who thought the split is a “brilliant idea. “ The stock skyrocketed to a four-year high Tuesday.	positive	333,507
The ninth-biggest loser was manufacturing giant 3M.	negative	204,641
"Here's how I see today's pullback: this entire market is getting a well-deserved breather, led by FANG, after a gigantic rally," the "Mad Money" host said.	neutral	30,848
The fear is that an exodus of wealthy people will translate into lower economic growth and diminish the UK's attractiveness as a place to live, invest, and do business.	negative	6,661
Among individual names, the top stocks after a 5 percent weekly rout are focused in the commodity sectors … the current whipping boys over the last 12 months.	negative	429,998
It's also worth noting that our portfolio stands to benefit from any growth in the stand-alone shares of Veralto. (Jim Cramer's Charitable Trust is long DHR, VLTO.	positive	426,675
Since Garner got it so right last year, accurately predicting that oil would return to its previous trading channel once sanctioned Russian oil got rerouted through places like China and India, we're hesitant to go against her call.	neutral	14,593
But Loeb argues that Disney shares can trade more similarly to Netflix if it can demonstrate its best-in-class status in streaming and bust out of the pack of traditional U.S. media companies.	positive	238,536
Loews (L) popped 7%.	positive	302
Yet no major Taiwanese firm in this segment of the market as set up shop in India.	neutral	12,910
Nvidia's rise has primarily been because its semiconductors are ahead of its competitors and in high demand as their customer companies race to build artificial intelligence programs.	positive	10,115
"However, absent that sort of breakout, we remain vulnerable--given how extended we are here in the short-term." ----- Follow us on Twitter: @CNBCNumbers Like us on Facebook: facebook.com/CNBCNumbers	negative	337,544
Croft points out there's a second issue adding to the bearishness surrounding oil: a large U.S. inventory build.	negative	26,257
While the Fed has no direct influence on deposit rates, the rates tend to be correlated to changes in the target federal funds rate.	neutral	237,046
Analysts previously said the share-price performance of the Australian banks was likely to be influenced by the hammering received by U.K. and European banks, with analysts cutting ratings and target prices for many financial plays.	negative	380,998

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FinBERT-financial-news-data

The sentence-level sentiment training data behind gamug/FinBERT-financial-news -- 5,865 sentences from real, English-language financial-news articles (2010s-2020s), each labeled positive/negative/neutral from an investor/price-impact perspective by an LLM (DeepSeek deepseek-chat, temperature 0, one sentence at a time, in isolation).

Why this exists

Published as the direct counterpart to the model it trains, so the model's own claims about its training data are independently checkable rather than only asserted in a model card.

v2 (2026-09-14): rebalanced

v1 of this dataset (same day) was 56.1% neutral / 22.8% negative / 21.1% positive across train/validation/test combined -- never a deliberate target. It fell out of drawing sentences from this project's own LLM-as-judge eval harness's sampling pool (stratified on prediction confidence, not on label ratio), on top of real financial news skewing neutral/factual. Nothing in the original training procedure corrected for it: model selection used macro F1 (equal per-class weight, but only at evaluation time, not in the training data itself), and the train/validation/test split was stratified to match the source distribution, not rebalance it.

This version downsamples neutral to 1,321 -- the size of the larger minority class (negative) -- keeping every positive/negative sentence untouched. Which 1,321 of the original 3,256 neutral sentences survive is not a random cut: each was ranked by cosine similarity to the neutral class's own TF-IDF centroid, and the most representative (closest to centroid) were kept, the most atypical/outlier ones dropped (scripts/rebalance_sentiment_data_2026_09_14.py).

	v1 (2026-09-14, this same day)	v2 (this version)
neutral	3,256 (56.1%)	1,321 (34.2%)
negative	1,321 (22.8%)	1,321 (34.2%)
positive	1,223 (21.1%)	1,223 (31.6%)
total (train+val+test)	5,800	3,865

idiom_probe (100 rows, held out of training) is unchanged in both versions.

Splits

train (3,093) / validation (386) / test (386) -- the exact 80/10/10, per-label-stratified split (seed 42) src/train_sentiment.py actually trained and evaluated on for this version, reproduced here via that script's own split function, not re-derived.
idiom_probe (100 rows) -- held out of training entirely, used only to measure a specific fix directly (see the model card's "Idiom probe" evaluation table). Never appears in train/validation/test.

Fields

sentence -- the labeled sentence, extracted from a real financial-news article's body text.
label -- positive / negative / neutral.
article_id -- this project's own internal source-article id (news_nlp articles.id), included for provenance/traceability; meaningless outside that project's own database, not a public identifier.

Composition (pre-rebalance sourcing, still applies to every row kept)

Base draw: split from real financial-news article bodies already sampled across this project's own LLM-as-judge sentiment evaluation runs (stratified sampling, not a fresh uniform draw).
Idiom-family augmentation round: added after a spot-check of the first published model version found it still mislabeled sentences like "Amazon and Alphabet crushed earnings" as negative. A targeted mining pass scanned the full ~480k-article source corpus for the same idiom family (crushed/smashed/trounced/clobbered/routed/walloped/demolished/hammered + earnings/estimate/guidance/consensus/stock context) and labeled more sentences the same way -- covering both directions explicitly, since the idiom family is genuinely ambiguous ("Nvidia stock got crushed" is negative; "Meta crushed its earnings estimates" is positive).

Important limitation: these labels are LLM-generated (silver-standard), not human-annotated ground truth -- not independently verified against a human-labeled reference set, beyond a manual spot-check of a 20-sentence sample of the idiom probe. Treat this as "one specific LLM's sentence-level judgment," not an absolute-truth label set -- the same caveat this project applies to every LLM-as-judge number in its own evaluation docs.

Selection caveat: the TF-IDF-centroid method selects for lexical typicality (surface wording close to the class's average), not necessarily semantic/topical diversity -- it could in principle concentrate the kept neutral sentences around one common phrasing pattern rather than spreading across the full range of neutral financial-news content. Not measured directly here; the retrained model's own per-class metrics (linked below) are the real test of whether this mattered.

Source and license

Sentences are excerpts from real, third-party financial-news article bodies; the underlying articles themselves are not redistributed here, only these derived per-sentence excerpts and their LLM-generated labels, for research/reproducibility -- the same scope the model card built on this data discloses for its own training-data license note.

Released under CC-BY-NC-4.0, matching the model this data trains (gamug/FinBERT-financial-news): attribution required, non-commercial use only.

Model: gamug/FinBERT-financial-news
Base checkpoint: ProsusAI/finbert
Pipeline this model serves: portfolio-nlp

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