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← Leaderboard · batch_8a1d7974251e933dfc1f89a2

OpenAI
GPT-6.1 Terra

openai/gpt-6.1-terra · revision r1 · provider OpenAI · rank #1 · tested 2026-10-28 10:31 UTC · data as of 2026-09-10
100.0%
Strict pass · 179 tasks answered exactly right
179
Tasks in the paper
$0.053
Cost / task (not scored)
23.5s
Median latency (not scored) · 7.6 tool calls / task

Correctness?

Strict pass, all tasks100.0%
Strict pass, data-processing tasks100% (128)
Strict pass, judgment tasks (statement audits, restatements, calendar quarters)100% (51)
Strict pass, tasks that rebuild hidden metrics100% (119)
Strict pass, tasks answerable from served fields100% (60)

Efficiency?

Budget exhausted (forced answer)0%
Output tokens exhausted (reasoning cut off)0%
No answer submitted0%
Tool calls / task · median latency · cost / task7.6 · 23.5s · $0.053

Robustness?

Empty-set tasks answered "none" correctly100% (2)
False positives among returned entities0%
Gold entities missed0%

Correctness says whether it can do the work; efficiency whether it finishes inside the same budget everyone gets; robustness whether it invents or omits. A low score should be readable as one of these, not a mystery.

Pillars?

Strict pass per pillar (share of that pillar’s tasks answered exactly right); the ranking uses the strict pass over all tasks.

Financial Analysis100.035%
Market & Signal100.050%
Failures: NONE 179

Financial Analysis breakdown

Retrieval—25%
Calculation100.030%
Comparison / Trend100.025%
Risk / Position—20%

Market & Signal breakdown

Screening100.025%
Ranking / Top-K100.020%
Derived metric100.015%
Signal detection100.025%
Multi-step100.015%

Task type × domain?

Strict pass over this model’s tasks (share answered exactly right · task count). Rows are task types, columns are the data the answer lives in.

typeCrypto / PerpDEX poolsEquityFinancial filings
Calculation···100.0
8 tasks
Comparison / Trend··100.0
43 tasks
100.0
1 tasks
Screening·100.0
4 tasks
100.0
56 tasks
·
Ranking / Top-K··100.0
4 tasks
·
Derived metric100.0
6 tasks
·100.0
12 tasks
·
Signal detection100.0
4 tasks
100.0
4 tasks
100.0
33 tasks
·
Multi-step··100.0
4 tasks
·

Where the points went?

Every task not answered exactly right, bucketed by what went wrong. 0 tasks.

causetasksshare
every task answered exactly right

Task families?

familytypetasksmeanstrict
J05 Statement Audit — Equity TechnicalsSignal detection4100.0100%
J01 Statement Audit — EquityComparison / Trend39100.0100%
S-CR12-A Pool Buyer/Seller Breadth — count, mean and median of a rebuilt metric over the matchesSignal detection3100.0100%
S-EQ12-XX Oversold / Overbought (RSI) — plus two more hidden conditionsSignal detection4100.0100%
S-EQ25-A Growth + Valuation (trailing P/E as a proxy for EV/Sales) — count, mean and median of a rebuilt metric over the matchesScreening4100.0100%
S-EQ21-XX Growth Acceleration — plus two more hidden conditionsSignal detection4100.0100%
J02 Statement Audit — PerpetualsSignal detection4100.0100%
S-CR18-A Perp RSI Range + Positive Trend — count, mean and median of a rebuilt metric over the matchesDerived metric4100.0100%
S-EQ05-X First Breakout 20D — plus one more hidden conditionSignal detection4100.0100%
S-EQ18-A Low-Drawdown Leader — count, mean and median of a rebuilt metric over the matchesScreening4100.0100%
S-EQ10-XX Pullback in Uptrend — plus two more hidden conditionsScreening4100.0100%
S-EQ01-XX Size Screen — plus two more hidden conditionsScreening4100.0100%
S-CR08-N Pool Buy/Sell Transaction-Count Imbalance — count of matchesSignal detection1100.0100%
J03 Restatement ScreenComparison / Trend4100.0100%
S-EQ09-X Moving Average Cross (EMA20 above EMA50 today) — plus one more hidden conditionSignal detection3100.0100%
S-CR06-M Token DEX Liquidity Threshold (pools) — median of a rebuilt metric over the matchesScreening4100.0100%
S-EQ22-A Profitability Screen (gross + operating margin) — count, mean and median of a rebuilt metric over the matchesScreening4100.0100%
S-EQ13-XX ATR Volatility — plus two more hidden conditionsDerived metric4100.0100%
F09 Free Cash FlowCalculation1100.0100%
S-CR19-N Perp Volatility Expansion (ATR% threshold) — count of matchesDerived metric1100.0100%
F08-R EPS Growth (diluted) — six companies rankedCalculation1100.0100%
S-EQ20-XX EPS Growth Screen — plus two more hidden conditionsScreening4100.0100%
S-EQ26 Cash Flow Quality (FCF margin)Screening4100.0100%
F04-R Revenue Growth — six companies rankedCalculation1100.0100%
S-EQ19-XX-N Revenue Growth Screen — plus two more hidden conditions — count of matchesScreening4100.0100%
S-EQ16-XX Relative Strength vs Index — plus two more hidden conditionsDerived metric4100.0100%
S-EQ06-XX-N Breakout (N-day high) — plus two more hidden conditions — count of matchesSignal detection3100.0100%
S-EQ33 Market-cap Bucket RankingRanking / Top-K4100.0100%
S-EQ29-XX Breakout with Exclusion — plus two more hidden conditionsScreening4100.0100%
F29 Trailing-twelve-month revenueCalculation1100.0100%
S-EQ04-XX Unusual Volume — plus two more hidden conditionsSignal detection4100.0100%
S-EQ23-XX-N Quality Screen (ROE + operating margin as proxies) — plus two more hidden conditions — count of matchesScreening4100.0100%
F05-R10 CAGR — ten companies rankedCalculation4100.0100%
S-EQ07-XX-N Breakdown 60D — plus two more hidden conditions — count of matchesSignal detection3100.0100%
F15 Peer Comparison (growth ranking)Comparison / Trend1100.0100%
S-EQ15-M Gap + Volume — median of a rebuilt metric over the matchesSignal detection1100.0100%
S-EQ11-A RSI Range — count, mean and median of a rebuilt metric over the matchesDerived metric4100.0100%
S-EQ25-XX Growth + Valuation (trailing P/E as a proxy for EV/Sales) — plus two more hidden conditionsScreening4100.0100%
S-EQ02-XX Liquidity Screen — plus two more hidden conditionsScreening4100.0100%
S-EQ24-A Valuation Screen (trailing P/E) — count, mean and median of a rebuilt metric over the matchesScreening4100.0100%
S-EQ34-N Multi-period Consistency — count of matchesScreening4100.0100%
S-X06 Compound Screen with Staged Narrative (liquidity → growth → momentum → rank)Multi-step4100.0100%
S-EQ14 Gap UpSignal detection3100.0100%
S-CR17-X Perp Trend Alignment (close > EMA20 > EMA50) — plus one more hidden conditionDerived metric1100.0100%

Lowest-scoring tasks?

Public example tasks link to the full question and every model’s answer; hidden tasks show only the family, the score and why.

  • 100.0
    S-CR12-APool Buyer/Seller Breadth — count, mean and median of a rebuilt metric over the matchesview task
    Unique buyers / unique sellers = distinct buying addresses divided by distinct selling addresses over 24h. Find DEX liquidity pools in the top-200-by-24h-volume universe of each supported network with unique buyers / unique sellers greater than 2, 24h unique buyers at least 100, pool liquidity greater than $1M. Scope: only entities with a known value for buyer seller ratio, buyers 24h in the snapshot; entities lacking any of them are out of scope and must not be returned. Entity ids are pool ids of the form network:pooladdress exactly as listed in the snapshot. EVM pool addresses (0x…) are lowercase hex and case-insensitive; Solana and other base58 addresses are CASE-SENSITIVE and must be returned exactly as shown. For the set of ALL entities that match the conditions above, report three numbers: count = how many match; mean = the arithmetic mean of Unique buyers / unique sellers (Distinct buyers divided by distinct sellers over 24h (breadth of demand).) across them; median = its median (middle value, or the mean of the two middle values for an even count). Give mean and median as a decimal ratio (0.25 for 25%). Every matching entity's value must be rebuilt exactly — one wrong value moves the mean.
    All 3 fields correct.
  • 100.0
    J05Statement Audit — Equity Technicalshidden
    Gold has 1, the model returned 1: 1 correct → F1 100%. Strict pass.
  • 100.0
    J05Statement Audit — Equity Technicalshidden
    Gold has 6, the model returned 6: 6 correct → F1 100%. Strict pass.
  • 100.0
    J01Statement Audit — Equityhidden
    Gold has 5, the model returned 5: 5 correct → F1 100%. Strict pass.
  • 100.0
    S-EQ21-XXGrowth Acceleration — plus two more hidden conditionsview task
    Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. Acceleration means the latest quarter's revenue YoY growth is higher than the previous quarter's. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $1B, sector equal to Basic Materials, revenue growth accelerating (latest-quarter YoY above the prior quarter's), P/E (market cap / trailing-twelve-month net income from the filings) less than 40, EMA50 above EMA200. Scope: only entities with a known value for 20-day average dollar volume, sector, revenue growth accelerating (latest-quarter YoY above the prior quarter's), P/E (market cap / trailing-twelve-month net income from the filings), EMA50 above EMA200 in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.
    Gold has 2, the model returned 2: 2 correct → F1 100%. Strict pass.
  • 100.0
    J05Statement Audit — Equity Technicalshidden
    Gold has 1, the model returned 1: 1 correct → F1 100%. Strict pass.
  • 100.0
    S-EQ25-AGrowth + Valuation (trailing P/E as a proxy for EV/Sales) — count, mean and median of a rebuilt metric over the matchesview task
    Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. P/E here is market cap divided by trailing-twelve-month net income — the sum of the four latest single fiscal quarters of net_income from the filings (latest filing copy per quarter, consecutive quarters); names whose TTM net income is not positive have no P/E and are excluded. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $100M, sector equal to Energy, latest-quarter revenue growth (YoY) greater than 20%, P/E (market cap / trailing-twelve-month net income from the filings) less than 20. Scope: only entities with a known value for 20-day average dollar volume, sector, latest-quarter revenue growth (YoY), P/E (market cap / trailing-twelve-month net income from the filings) in the snapshot; entities lacking any of them are out of scope and must not be returned. For the set of ALL entities that match the conditions above, report three numbers: count = how many match; mean = the arithmetic mean of Revenue YoY (latest quarter) (Single-quarter revenue of the latest reported quarter divided by the same fiscal quarter one year earlier, minus one. Facts: metric=revenue, fiscal_period Q1–Q4 (Q4 = fiscal-year value minus the first three quarters, as served); for each (fiscal_year, fiscal_period) use the copy from the latest filing; latest quarter = the one with the latest period_end.) across them; median = its median (middle value, or the mean of the two middle values for an even count). Give mean and median as a decimal ratio (0.25 for 25%). Every matching entity's value must be rebuilt exactly — one wrong value moves the mean. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.
    All 3 fields correct.
  • 100.0
    J02Statement Audit — Perpetualshidden
    Gold has 2, the model returned 2: 2 correct → F1 100%. Strict pass.

Historical runs?

Every batch and every revision, latest first. Old runs are never overwritten: a score belongs to a batch, not to the model forever.

batchkindrevisionrankstrict passtest timedata as ofenvironment
batch_8a1d7974251e933dfc1f89a2RELEASEr1#1100.02026-10-28 10:31 UTC2026-09-10env-0.1.0-primary