Codesota · Agentic AI · Task agents · Collider-BenchTasks/Agentic AI/Task agents
Task agents · benchmark dataset · 2026 · EN

Collider-Bench simulation tasks.

Benchmark for autonomous coding/scientific agents reproducing Large Hadron Collider analyses. Public CodeSOTA score is Acc_tau at tau=0.33: the percent of simulation tasks whose relative-L2 error is below 0.33, derived from Table 2 and Eq. 4 of arXiv:2605.13950.

Paper Submit a result
§ 01 · Leaderboard

Best published scores.

6 results indexed across 1 metric. Shaded row marks current SOTA; ties broken by submission date.


Primary
acc-tau-0-33 · higher is better
acc-tau-0-33· primary
6 rows
#ModelOrgSubmittedPaper / codeacc-tau-0-33
01Codex CLI (GPT-5.5)APIOpenAIJan 2026Collider-Bench: Benchmarking AI Agents with Particle Phy…30
02Claude Code (Opus 4.7)APIAnthropicJan 2026Collider-Bench: Benchmarking AI Agents with Particle Phy…20
03Claude Code (Sonnet 4.6)APIAnthropicJan 2026Collider-Bench: Benchmarking AI Agents with Particle Phy…10
04Claude Code (Haiku 4.5)APIAnthropicJan 2026Collider-Bench: Benchmarking AI Agents with Particle Phy…0.000
05Codex CLI (GPT-5.4-mini)APIOpenAIJan 2026Collider-Bench: Benchmarking AI Agents with Particle Phy…0.000
06ForgeCode (DeepSeek-V4)APIDeepSeekJan 2026Collider-Bench: Benchmarking AI Agents with Particle Phy…0.000
Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.
§ 03 · Progress

1 steps
of state of the art.

Each row below marks a model that broke the previous record on acc-tau-0-33. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

SOTA line · acc-tau-0-33
  1. Jan 1, 2026Codex CLI (GPT-5.5)OpenAI30
Fig 3 · SOTA-setting models only. 1 entries span Jan 2026 Jan 2026.
§ 04 · Literature

1 paper
tied to this benchmark.

Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.

§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result Read submission guide
What a submission needs
  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies
Collider-Bench — Task agents | CodeSOTA