Papers with Prefix-based Token-level Collaboration
PToco: Prefix-based Token-level Collaboration Enhances Reasoning for Multi-LLMs (2025.coling-main)
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| Challenge: | Existing approaches to collaboration between multiple Large Language Models (LLMs) rely on highly capable models with strong self-reflection abilities or are limited to models sharing the same tokenizer. |
| Approach: | They propose a mechanism that enables collaboration among less capable LLMs independent of tokenizer differences. |
| Outcome: | The proposed mechanism improves performance over individual models and generalizes well across different quantities and sizes of participating models. |