# Geometry on AtCoder Heuristic Contest ahc039 (official leaderboard)

Source: [Geometry on AtCoder Heuristic Contest ahc039 (official leaderboard)](<https://www.sota2.com/research/sota/geometry-on-atcoder-heuristic-contest-ahc039-official-leaderboard>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:03:58.600Z

Evaluation of model performance on the Geometry task using the official leaderboard results from AtCoder Heuristic Contest ahc039, measured by Score.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Geometry |
| Dataset (including any stated split) | AtCoder Heuristic Contest ahc039 (official leaderboard) |
| Metric | Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Score](<https://www.sota2.com/research/sota/geometry-on-atcoder-heuristic-contest-ahc039-official-leaderboard.md?metric=Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| TTT-Discover | 567062 | Not recorded | 697300a8b2be0ed85a78cb85 |
| 1st human | 566997 | Not recorded | 697300a8b2be0ed85a78cb85 |
| ShinkaEvolve | 558026 | Not recorded | 697300a8b2be0ed85a78cb85 |
| 2nd human | 557212 | Not recorded | 697300a8b2be0ed85a78cb85 |
| 3rd human | 554334 | Not recorded | 697300a8b2be0ed85a78cb85 |
| Best-of-25600 | 554171 | Not recorded | 697300a8b2be0ed85a78cb85 |
| 4th human | 552933 | Not recorded | 697300a8b2be0ed85a78cb85 |
| ALE-Agent | 550647 | Not recorded | 697300a8b2be0ed85a78cb85 |
| 5th human | 549746 | Not recorded | 697300a8b2be0ed85a78cb85 |

### TTT-Discover

Score: 567062. Result ID: 699922325698665ec4896b3a.

[Reporting paper](<https://www.sota2.com/research/paper/697300a8b2be0ed85a78cb85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697300a8b2be0ed85a78cb85.md>)

[Implementation](<https://github.com/test-time-training/discover>)

Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction.

### 1st human

Score: 566997. Result ID: 699922325698665ec4896b32.

[Reporting paper](<https://www.sota2.com/research/paper/697300a8b2be0ed85a78cb85.md>)

Recorded evaluation configuration: {"Model":"-"}. This record does not assert independent reproduction.

### ShinkaEvolve

Score: 558026. Result ID: 699922325698665ec4896b38.

[Reporting paper](<https://www.sota2.com/research/paper/697300a8b2be0ed85a78cb85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b851e209131cea88df8.md>)

Recorded evaluation configuration: {"Model":"Ensemble (gpt-5, gpt-5-mini, Gemini-2.5 Pro/Flash, Claude Sonnet 4, o4-mini)"}. This record does not assert independent reproduction.

### 2nd human

Score: 557212. Result ID: 699922325698665ec4896b33.

[Reporting paper](<https://www.sota2.com/research/paper/697300a8b2be0ed85a78cb85.md>)

Recorded evaluation configuration: {"Model":"-"}. This record does not assert independent reproduction.

### 3rd human

Score: 554334. Result ID: 699922325698665ec4896b34.

[Reporting paper](<https://www.sota2.com/research/paper/697300a8b2be0ed85a78cb85.md>)

Recorded evaluation configuration: {"Model":"-"}. This record does not assert independent reproduction.

### Best-of-25600

Score: 554171. Result ID: 699922325698665ec4896b39.

[Reporting paper](<https://www.sota2.com/research/paper/697300a8b2be0ed85a78cb85.md>)

Recorded evaluation configuration: {"Model":"gpt-oss-120b"}. This record does not assert independent reproduction.

### 4th human

Score: 552933. Result ID: 699922325698665ec4896b35.

[Reporting paper](<https://www.sota2.com/research/paper/697300a8b2be0ed85a78cb85.md>)

Recorded evaluation configuration: {"Model":"-"}. This record does not assert independent reproduction.

### ALE-Agent

Score: 550647. Result ID: 699922325698665ec4896b37.

[Reporting paper](<https://www.sota2.com/research/paper/697300a8b2be0ed85a78cb85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be61e209131cea8b28f.md>)

Recorded evaluation configuration: {"Model":"Gemini-2.5 Pro"}. This record does not assert independent reproduction.

### 5th human

Score: 549746. Result ID: 699922325698665ec4896b36.

[Reporting paper](<https://www.sota2.com/research/paper/697300a8b2be0ed85a78cb85.md>)

Recorded evaluation configuration: {"Model":"-"}. This record does not assert independent reproduction.

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