na0x2c6/overthinking-logit-bias

Overthinking penalty logit bias for llama.cpp Logit bias lists and a script to apply the overthinking penalty of Lotfi et al., "Quantized Reasoning Models Think They Need to Think Longer, but They Do Not" (arXiv:2606.00206) with llama.cpp's llama-server. The method subtracts a fixed λ from the logits of 50 overthinking markers (Appendix C, Table 8: " Wait", " But", " Alternatively", " perhaps", ...) at every decoding step. It needs no extra forward pass, so llama.cpp's logit… See the full description on the dataset page: https://huggingface.co/datasets/na0x2c6/overthinking-logit-bias.

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