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Fix typos and errors in README #8

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Fix typos and errors in README #8

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6 changes: 3 additions & 3 deletions README.md
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Expand Up @@ -20,7 +20,7 @@ pip install -r requirements.txt
python solve_agent.py <problems_dir> [options]
```

### Required Argumentsmassiveaxe
### Required Arguments

- `problems_dir`: Directory containing `.md` problem files

Expand Down Expand Up @@ -82,12 +82,12 @@ Each final submission is written to its own markdown file in the following forma
## Runbooks

```bash
./runbooks/run_putnam_2025_b_nomos-1.sh # Putnam 2025 A problems
./runbooks/run_putnam_2025_a_nomos-1.sh # Putnam 2025 A problems
./runbooks/run_putnam_2025_b_nomos-1.sh # Putnam 2025 B problems
```

## Results
When run on the Putnam 2025 with the [NousResearch/Nomos-1](https://huggingface.co/NousResearch/nomos-1) model, this reasoning harness achieves a score of **87/120** as graded by a human expert. Below we show a problem-wise comparison with [Qwen3/Qwen](Qwen/Qwen3-30B-A3B-Thinking-2507), which scores 24/120 under the same conditions.
When run on the Putnam 2025 with the [NousResearch/Nomos-1](https://huggingface.co/NousResearch/nomos-1) model, this reasoning harness achieves a score of **87/120** as graded by a human expert. Below we show a problem-wise comparison with [Qwen/Qwen3-30B-A3B-Thinking-2507](https://huggingface.co/Qwen/Qwen3-30B-A3B-Thinking-2507), which scores 24/120 under the same conditions.
<p align="center">
<img height="400" alt="image" src="https://github.com/user-attachments/assets/46d91fb1-609b-4cae-9919-9ef27087d6f6" />
</p>
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