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Update README.md #239

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18 changes: 2 additions & 16 deletions optillm/deepconf/README.md
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Expand Up @@ -123,22 +123,8 @@ DeepConf typically achieves:
- OptiLLM with `OPTILLM_API_KEY=optillm`
- Compatible with transformer models that provide logits access

## Limitations

- **Local models only** - Cannot work with external API providers (OpenAI, Anthropic, etc.)
- **Requires logits access** - Model must provide token-level probability distributions
- **Not compatible with MLX** - Currently only supports PyTorch-based models

## Testing

Run the test suite to verify the implementation:

```bash
python test_deepconf.py
```

## References

- **Paper**: "Deep Think with Confidence" by Fu et al. (2024)
- **Paper**: "Deep Think with Confidence" by Fu et al. (2025)
- **arXiv**: https://arxiv.org/abs/2508.15260
- **Authors**: Yichao Fu (UCSD), Xuewei Wang (Meta AI), Yuandong Tian (Meta AI), Jiawei Zhao (Meta AI)
- **Authors**: Yichao Fu (UCSD), Xuewei Wang (Meta AI), Yuandong Tian (Meta AI), Jiawei Zhao (Meta AI)