← Leaderboard · task_2d50897f094481ba2630ffeb
S-EQ26 · Cash Flow Quality (FCF margin)Market & SignalScreeningEquitySETHARDpublic example
Question
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. Free-cash-flow margin = (operating cash flow − capital expenditures) / revenue for the latest fiscal year, from SEC filings; FCF must be positive. 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 $50B, 20-day average dollar volume greater than $300M, fcf margin latest fy greater than 15%, fcf margin latest fy greater than 0%. Scope: only entities with a known value for 20-day average dollar volume, fcf margin latest fy 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.
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.
Data as of 2026-09-10 · grader set_f1
Expected / gold answer
set · 75 items
AAPLABBVABTACNADBEADIAMATAMDAMEAMGNAMTAONAPHARMAVGOAXPBKNGBMYBSXBXCDNSCMCSACMECRMCRWDCSCOCTASDASHDDOGDHRGILDGOOGLHLTHWMIBMICEINTUJNJKEYSKLACKMIMAMCDMCOMETAMNSTMOMPWRMRKMRSHMRVLMSFTNFLXNOWNSCNXPIOXYPGPGRPHPLTRPMSCHWSESHOPSNOWSNPSSYKTDGTELTMUSUBERUNPVRTVRTX
Computed by code from the frozen snapshot and verified by an independent recomputation before the batch was frozen. No model ever saw it.
Model answers (8)
Model answer
set · 75 items
AAPLABBVABTACNADBEADIAMATAMDAMEAMGNAMTAONAPHARMAVGOAXPBKNGBMYBSXBXCDNSCMCSACMECRMCRWDCSCOCTASDASHDDOGDHRGILDGOOGLHLTHWMIBMICEINTUJNJKEYSKLACKMIMAMCDMCOMETAMNSTMOMPWRMRKMRSHMRVLMSFTNFLXNOWNSCNXPIOXYPGPGRPHPLTRPMSCHWSESHOPSNOWSNPSSYKTDGTELTMUSUBERUNPVRTVRTX
Why this score
Gold has 75, the model returned 75: 75 correct → F1 100%. Strict pass.
gold 75 · returned 75 · correct 75 · false positives 0 · missed 0
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
Tool calls (10)
list_metrics → search_equities → search_equities → get_equity_financials → get_equity_financials → run_calculation → get_equity_financials → run_calculation → run_calculation → submit_answer
Model answer
set · 75 items
CMEMAPLTRAVGOADBEMOADISCHWAMTCRMNOWICEBKNGMCOINTUGILDBXKLACCDNSDDOGABBVCRWDMCDBMYVRTXPMSNOWMPWRKEYSAAPLMNSTCSCOMETAAMEUNPAXPAMGNDHRNFLXJNJTDGTMUSMSFTAMATARMNXPISEPGRAMDSNPSMRKOXYAPHUBERAONTELMRSHVRTBSXGOOGLIBMNSCCMCSASHOPHWMKMISYKMRVLCTASHLTPHABTPGDASHACN
Why this score
Gold has 75, the model returned 75: 75 correct → F1 100%. Strict pass.
gold 75 · returned 75 · correct 75 · false positives 0 · missed 0
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
Tool calls (18)
list_metrics → search_equities → search_equities → run_calculation → get_equity_financials → get_equity_financials → run_calculation → run_calculation → run_calculation → run_calculation → get_equity_financials → get_equity_financials → get_equity_financials → run_calculation → get_equity_financials → run_calculation → run_calculation → submit_answer
Model answer
set · 75 items
AAPLABBVABTACNADBEADIAMATAMDAMEAMGNAMTAONAPHARMAVGOAXPBKNGBMYBSXBXCDNSCMCSACMECRMCRWDCSCOCTASDASHDDOGDHRGILDGOOGLHLTHWMIBMICEINTUJNJKEYSKLACKMIMAMCDMCOMETAMNSTMOMPWRMRKMRSHMRVLMSFTNFLXNOWNSCNXPIOXYPGPGRPHPLTRPMSCHWSESHOPSNOWSNPSSYKTDGTELTMUSUBERUNPVRTVRTX
Why this score
Gold has 75, the model returned 75: 75 correct → F1 100%. Strict pass.
gold 75 · returned 75 · correct 75 · false positives 0 · missed 0
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
Tool calls (8)
list_metrics → search_equities → search_equities → run_calculation → get_equity_financials → get_equity_financials → run_calculation → submit_answer
Model answer
set · 75 items
AAPLABBVABTACNADBEADIAMATAMDAMEAMGNAMTAONAPHARMAVGOAXPBKNGBMYBSXBXCDNSCMCSACMECRMCRWDCSCOCTASDASHDDOGDHRGILDGOOGLHLTHWMIBMICEINTUJNJKEYSKLACKMIMAMCDMCOMETAMNSTMOMPWRMRKMRSHMRVLMSFTNFLXNOWNSCNXPIOXYPGPGRPHPLTRPMSCHWSESHOPSNOWSNPSSYKTDGTELTMUSUBERUNPVRTVRTX
Why this score
Gold has 75, the model returned 75: 75 correct → F1 100%. Strict pass.
gold 75 · returned 75 · correct 75 · false positives 0 · missed 0
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
Tool calls (25)
list_metrics → search_equities → search_equities → get_equity_financials → run_calculation → get_equity_financials → run_calculation → run_calculation → get_equity_financials → get_equity_financials → run_calculation → run_calculation → get_equity_financials → get_equity_financials → run_calculation → get_equity_financials → run_calculation → get_equity_financials → get_equity_financials → get_equity_financials → run_calculation → run_calculation → get_equity_financials → run_calculation → submit_answer
Model answer
set · 75 items
AAPLABBVABTACNADBEADIAMATAMDAMEAMGNAMTAONAPHARMAVGOAXPBKNGBMYBSXBXCDNSCMCSACMECRMCRWDCSCOCTASDASHDDOGDHRGILDGOOGLHLTHWMIBMICEINTUJNJKEYSKLACKMIMAMCDMCOMETAMNSTMOMPWRMRKMRSHMRVLMSFTNFLXNOWNSCNXPIOXYPGPGRPHPLTRPMSCHWSESHOPSNOWSNPSSYKTDGTELTMUSUBERUNPVRTVRTX
Why this score
Gold has 75, the model returned 75: 75 correct → F1 100%. Strict pass.
gold 75 · returned 75 · correct 75 · false positives 0 · missed 0
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
Tool calls (22)
list_metrics → search_equities → search_equities → run_calculation → get_equity_financials → run_calculation✗ → run_calculation → get_equity_financials → run_calculation → run_calculation → run_calculation → get_equity_financials → run_calculation → run_calculation → get_equity_financials → run_calculation → run_calculation → get_equity_financials → get_equity_financials → run_calculation✗ → run_calculation → submit_answer
Model answer
set · 75 items
AAPLGOOGLMSFTAVGOMETAAMDJNJMAABBVCSCOPLTRAMATMRKPGNFLXPMARMKLACIBMAXPCRWDAMGNCRMMRVLAPHSCHWTMUSGILDMCDABTADIUNPSHOPBXUBERDHRNOWBKNGVRTXBMYPGRPHSNOWMOACNSYKADBECMEVRTHWMCMCSAICEDASHMRSHMNSTINTUMCOAMTDDOGCTASCDNSSNPSNSCHLTKMISEAONBSXTDGOXYTELMPWRNXPIKEYSAME
Why this score
Gold has 75, the model returned 75: 75 correct → F1 100%. Strict pass.
gold 75 · returned 75 · correct 75 · false positives 0 · missed 0
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
Tool calls (13)
list_metrics → search_equities → search_equities → get_equity_financials → get_equity_financials → run_calculation → get_equity_financials → get_equity_financials → run_calculation → get_equity_financials → run_calculation → run_calculation → submit_answer
Model answer
set · 75 items
AAPLABBVABTACNADBEADIAMATAMDAMEAMGNAMTAONAPHARMAVGOAXPBKNGBMYBSXBXCDNSCMCSACMECRMCRWDCSCOCTASDASHDDOGDHRGILDGOOGLHLTHWMIBMICEINTUJNJKEYSKLACKMIMAMCDMCOMETAMNSTMOMPWRMRKMRSHMRVLMSFTNFLXNOWNSCNXPIOXYPGPGRPHPLTRPMSCHWSESHOPSNOWSNPSSYKTDGTELTMUSUBERUNPVRTVRTX
Why this score
Gold has 75, the model returned 75: 75 correct → F1 100%. Strict pass.
gold 75 · returned 75 · correct 75 · false positives 0 · missed 0
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
precision 100.0% · recall 100.0% · F1 100.0% · strict pass
Tool calls (13)
list_metrics → search_equities → search_equities → get_equity_financials → get_equity_financials → run_calculation → get_equity_financials → get_equity_financials → run_calculation → get_equity_financials → get_equity_financials → run_calculation → submit_answer
Model answer
set · 5 items
AAPLABBVABTACNADBE
Why this score
Gold has 75, the model returned 5: 5 correct, 70 missed → F1 13%. Not a strict pass.
gold 75 · returned 5 · correct 5 · false positives 0 · missed 70
precision 100.0% · recall 6.7% · F1 12.5% · not a strict pass
precision 100.0% · recall 6.7% · F1 12.5% · not a strict pass
−ADI−AMAT−AMD−AME−AMGN−AMT−AON−APH−ARM−AVGO−AXP−BKNG−BMY−BSX−BX−CDNS−CMCSA−CME−CRM−CRWD−CSCO−CTAS−DASH−DDOG−DHR−GILD−GOOGL−HLT−HWM−IBM−ICE−INTU−JNJ−KEYS−KLAC−KMI−MA−MCD−MCO−META−MNST−MO−MPWR−MRK−MRSH−MRVL−MSFT−NFLX−NOW−NSC−NXPI−OXY−PG−PGR−PH−PLTR−PM−SCHW−SE−SHOP−SNOW−SNPS−SYK−TDG−TEL−TMUS−UBER−UNP−VRT−VRTX
Tool calls (29)
list_metrics → search_equities → search_equities → get_equity_financials → get_equity_financials → get_equity_financials → get_equity_financials → get_equity_financials → get_equity_financials → get_equity_financials → get_equity_financials → get_equity_financials → get_equity_financials → get_equity_financials → get_equity_financials → run_calculation → get_equity_financials → get_equity_financials → run_calculation → run_calculation → get_equity_financials → run_calculation → run_calculation✗ → run_calculation → run_calculation → run_calculation → get_equity_financials → get_equity_financials → submit_answer