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LLM Atlas

Benchmarks

TabMWP

saturatedMathscontamination risk: highlaunched 2022-09-29

Benchmark metadata from benchwiki — this page mirrors their record so scores can be joined to it. The original is canonical.

What it measures

Grade-level math word problems that require combining a question with structured, textual, or image-rendered tables.

Primary metric
answer accuracy (%)
Judge model
not judged by a model
Human baseline
90.22Official test-set estimate reported by the benchmark authors; subgroup accuracy varies by free-text, multiple-choice, and answer type.
Languages
English

Health

The test split is large, but errors are clustered by source table and answer format; close results must use the same table representation, prompt selection, tools, and parsing rules.

Status evidence
The official leaderboard reports Chameleon with GPT-4 at 98.78% on text-ground-truth tables, above the published 90.22% human estimate; the fixed public test set no longer separates frontier tool systems.
Saturated since
2023-04-19
Refresh cycle
static
Test set public
yes

None beyond fixed train/dev/test splits; all tables, solutions, and test answers are public in the repository.

Models scored on this benchmark

The reverse lookup, which is this site’s addition: every model here with a score on this benchmark. Independent measurements and vendor-reported numbers are kept apart rather than interleaved, because they are different claims.

No model on this site has a score on this benchmark yet. That usually means the models that were measured on it are not in the registry, rather than that nobody has run it.

Trajectory

human baselineGPT-3 + PromptPG (2-shot CoT, Text-GT) — 68.23 on 2022-09-29 (vendor-reported)Chameleon (GPT-4, Text-GT, tools) — 98.78 on 2023-04-19 (independent)20222023990
independent · vendor-reported. Points are not joined: the scores come from different models, harnesses and protocol versions, and a line between them would claim a continuity the data does not have.

Where results are tracked

Leaderboards benchwiki lists for this benchmark. These are links out, not sources this site ingests — no score below comes from any of them.

Source

This record is maintained by benchwiki and mirrored here. Read the original. Upstream last updated 2026-07-29; fetched 2026-10-19 by this site.