Papers by Doheon Han
Continuous Context Sampling Allows Extending Diversity Boundaries of Large Language Models (2026.acl-srw)
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| Challenge: | Large language models exhibit a persistent limitation: repeated generations from the same prompt tend to be semantically similar. |
| Approach: | They propose to construct a conditioning distribution from a small set of diverse anchor generations and use it to condition an LLM's generation distribution. |
| Outcome: | The proposed framework significantly expands the model's reachable semantic range by constructing a conditioning distribution from a small set of diverse anchor generations. |