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Princeton Holistic Agent Leaderboard

Princeton Holistic Agent Leaderboard (HAL). What it was engaged to test, on what terms, what it found in the document's own words, and what happened afterwards. Every line is a record; every record links to the document it was read from.

▣ THE RECORD academic Philanthropy-funded nonprofits STORE 2026-10-18
  • Foundednot stated
  • HQPrinceton
  • Registry idnone cited
  • TestsAgent benchmarking on a common harness with cost tracking (nine benchmarks, 26,597 rollouts), published traces, and a Reliability Dashboard; has paused adding new models; Forum member.
  • Money, as the roster puts it"Coefficient Giving, Schmidt Sciences, the Princeton AI Lab, the Princeton Language and Intelligence Initiative, and the Princeton Catalysis Initiative"; "OpenAI and Google" supply API credits to evaluate their models; no amount published.
  • Filesdossier · observatory, sliced to it
Labs tested
no lab document names it
Models
no model named
Span of engagements
none dated
Terms and findings
0 of 0 documents state a term · 0 quote a finding
Money in, US dollars, stated single-recipient rows
$1,908,763 8 in · 0 outfrom Coefficient Giving · Google · OpenAI · Schmidt Sciences
Seats, by side
no seat names it
Afterwards
no later event on record

Each count is the number of store records that name this evaluator. An engagement is one lab document naming it for one model; an outcome is an event on the record afterwards; the money, seats and moves are the observatory's rows filtered to it. A cell that cannot be filled says not stated, and each table ends with how many of its rows state each field.

▣ SLICE 8 / 8 records
Lab
Funder
year, month or day

Filters combine: any of the values ticked within a dimension, all of the dimensions at once. A table that has no column for a dimension you have set says so instead of showing rows that cannot match. The address bar carries the slice.

What it was engaged to test 0 engagements

In date order, each from the lab document that names the evaluator. Under each: the four terms that document states (access, model stage, publication, payment) and the finding in its words. A term the document is silent on reads not stated; the tags beside the terms are read off their words and are what the console filters on.

No lab document on record names this evaluator for a model.

Dated 0 of 0Model named 0 of 0Terms stated 0 of 0Finding quoted 0 of 0

The terms, as the documents state them

The same engagements as a grid, one row per document and model, so the silences line up: a document that gives an access window but no payment term, or a finding but no publication term, reads that way here.

DocumentModelAccess windowModel stagePublicationPaymentFindingRecord
no engagement on record

Access window 0 of 0Model stage 0 of 0Publication 0 of 0Payment 0 of 0Finding, quoted 0 of 0

What happened afterwards 0 on record

Events a party published after an engagement: an incident on a model this evaluator's engagement covered, a correction or added disclosure, a later finding that cut against an earlier one, a lab's statement that it acted or did not act on the finding, or a move from this evaluator to a lab it graded. A row the source attaches to this evaluator by name is marked named; one that reaches it through the model it tested is marked via the model. The kind is what the record states, not why.

KindDeveloperModelWhat the record statesWhenSourceId
no later event on record

Dated 0 of 0Model named 0 of 0Tied to an engagement 0 of 0Evaluator named by the record 0 of 0

The money on record 8 rows · $1,908,763 in, stated single-recipient rows

Rows of the observatory's money table that name this evaluator as recipient (in) or as funder (out), each as the record states it: a grant table line, a contract notice, a Form 990 schedule or the party's own disclosure. A figure quoted in prose is marked and never summed.

DirectionFunderRecipientAmount, as recordedWhenRecordSourceId
inCoefficient GivingPrinceton Holistic Agent Leaderboard$863,143$863,143 (Nov 2024) to Princeton for an AI R&D benchmark led by Arvind Narayanan, via the agent-benchmarks request for proposalsto Princeton for an AI R&D benchmark led by Arvind Narayanan, via the agent-benchmarks request for proposalsNov 2024grant databaseCoefficient Giving; HALb8151eea2e
inCoefficient GivingPrinceton Holistic Agent Leaderboard$1,045,620$1,045,620 (Jul 2024) to Princeton for Karthik Narasimhan's software-engineering benchmarkto Princeton for Karthik Narasimhan's software-engineering benchmarkJul 2024grant databaseCoefficient Giving; HAL356ee01ead
inCoefficient GivingPrinceton Holistic Agent Leaderboardno amount publishedneither listing names HAL, whose own page names Coefficient Giving as a fundernot datedgrant databaseCoefficient Giving; HALc45920c4eb
inSchmidt SciencesMETR; Princeton Holistic Agent Leaderboardno amount publishedHAL: named funder on its own pagenot datedparty's own pageHAL; Schmidt Sciencesbb7cf8ceb4
inSchmidt SciencesMETR; Princeton Holistic Agent Leaderboardno amount publishedSchmidt's AI Safety Science program (27 projects, 11 Feb 2025) names Arvind Narayanan among its cohort, with "API access from OpenAI"11 Feb 2025party's own pageHAL; Schmidt Sciencese9d4874644
inSchmidt SciencesMETR; Princeton Holistic Agent Leaderboardno amount publishedno amount publishednot datedparty's own pageHAL; Schmidt Sciencescefb775775
inOpenAI; GooglePrinceton Holistic Agent Leaderboardno amount publishedAPI and compute credits to evaluate their own modelsnot datedparty's own pageHAL; HAL paper5090d5206e
inOpenAI; GooglePrinceton Holistic Agent Leaderboardno amount publishedno value published (the HAL paper thanked only OpenAI)not datedparty's own pageHAL; HAL paper972615cf46

Amount stated 2 of 8Dated 3 of 8Purpose stated 2 of 8Funder profiled 8 of 8Recipient on the roster 8 of 8

Seats and moves 0 seats · 0 moves

Seats read off a team page, a governance page, an appointment notice or a filing that name this organization, and the dated moves into or out of it, from the observatory's own tables.

PersonSideSeat, as the record states itRoleDatesSourceId
no seat on record names this evaluator

Role read 0 of 0Organization read 0 of 0Organization profiled 0 of 0Dated 0 of 0

Moves

PersonFromToWhenSourceId
no move on record names this evaluator

From profiled 0 of 0To profiled 0 of 0Person profiled 0 of 0Dated 0 of 0