Papers by Elsie Dai
ARC: Active and Reflection-driven Context Management for Long-Horizon Information Seeking Agents (2026.findings-acl)
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| Challenge: | Existing approaches to managing context are based on raw accumulation or passive summarization, treating it as static artifact and allowing early errors or misplaced emphasis to persist. |
| Approach: | They propose a framework that treats context as a dynamic internal reasoning state during execution. |
| Outcome: | Experiments on long-horizon information-seeking benchmarks show that ARC outperforms passive context compression methods. |