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  # 🔬 ChemArgus
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  ### From Answer Accuracy to Rubric-Grounded Reasoning Diagnosis<br>in Multimodal Expert-Level Chemistry
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  LLM judge against the private rubric (partial credit per scoring point), with
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  structure/SMILES equivalence judged by chemical meaning.
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- ## 🏆 Leaderboard
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-
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- Live results: <https://www.cosmosmind.ai/leaderboard/chemargus>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## 📖 Citation
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  # 🔬 ChemArgus
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  ### From Answer Accuracy to Rubric-Grounded Reasoning Diagnosis<br>in Multimodal Expert-Level Chemistry
 
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  LLM judge against the private rubric (partial credit per scoring point), with
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  structure/SMILES equivalence judged by chemical meaning.
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+ ## 🏅 Results & Leaderboard
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+
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+ *Snapshot: September 2026 · Normalized Rubric Score (%). Runs are sorted by
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+ `full_problem` within each input mode.*
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+ 🥇 **`full_problem` leaders** — Multimodal: Claude Opus 5 53.8%† ·
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+ Text: Claude Opus 5 61.5%† · Text + reader: GLM-5.2 52.0%
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+
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+ | Model | Input | full_problem | sequential_carry | oracle_scaffolded |
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+ | --- | --- | ---: | ---: | ---: |
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+ | Claude Opus 5 † | multimodal | 53.8 | 59.4 | 64.9 |
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+ | Gemini 3.8 Flash § | multimodal | 48.5 | 58.5 | 60.3 |
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+ | Grok 4.6 § | multimodal | 33.8 | 41.8 | 45.5 |
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+ | Qwen3.8-Max | multimodal | 29.3 | 31.2 | 34.0 |
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+ | Kimi K3 | multimodal | 27.5 | 30.6 | 31.8 |
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+ | MiniMax M3 | multimodal | 27.3 | 27.5 | 27.9 |
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+ | GPT-5.6-Sol | multimodal | 23.2 | 28.8 | 30.4 |
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+ | Claude Opus 5 † | text | 61.5 | 61.7 | 61.7 |
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+ | Gemini 3.8 Flash § | text | 46.5 | 59.0 | 59.7 |
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+ | Qwen3.8-Max | text | 36.0 | 39.0 | 41.9 |
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+ | Kimi K3 | text | 34.5 | 36.0 | 37.5 |
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+ | Grok 4.6 § | text | 33.4 | 42.0 | 46.0 |
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+ | GPT-5.6-Sol | text | 29.8 | 35.6 | 36.5 |
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+ | MiniMax M3 | text | 26.2 | 28.7 | 29.1 |
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+ | DeepSeek V4 Pro | text | 25.0 | 25.0 | 27.6 |
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+ | GLM-5.2 | text | 23.5 | 24.9 | 25.1 |
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+ | GLM-5.2 | text + reader | 52.0 | 52.2 | 52.4 |
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+ | Claude Opus 5 † | text + reader | 46.2 | 53.9 | 54.7 |
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+ | DeepSeek V4 Pro | text + reader | 36.7 | 36.8 | 37.0 |
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+ | Gemini 3.8 Flash § | text + reader | 33.8 | 45.1 | 49.7 |
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+ | Kimi K3 | text + reader | 32.3 | 32.3 | 32.4 |
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+ | GPT-5.6-Sol | text + reader | 31.1 | 33.6 | 34.0 |
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+ | Grok 4.6 § | text + reader | 28.6 | 29.0 | 31.1 |
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+ | Qwen3.8-Max | text + reader | 27.9 | 29.2 | 31.5 |
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+ | MiniMax M3 | text + reader | 27.2 | 27.3 | 27.3 |
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+
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+ > † Claude Opus 5 runs rest on a small problem prefix (39–103 points) and are
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+ > provisional until the full set completes.
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+ > § Gemini 3.8 Flash and Grok 4.6 runs sit on a 12-paper, 1136-point subset.
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+ > Percentages are computed on each run's own scored problem set, so
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+ > denominators differ across runs.
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+
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+ Live leaderboard: <https://www.cosmosmind.ai/leaderboard/chemargus>
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  ## 📖 Citation
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