Papers with document-side reasoning
ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge (2025.emnlp-main)
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| Challenge: | Retrieval systems rely on surface-level cues such as keyword overlap and semantic similarity to evaluate retrieval beyond these shallow signals. |
| Approach: | They propose a benchmark that shifts the reasoning challenge to query-side processing techniques that can help resolve complexity. |
| Outcome: | The proposed benchmarks show that document-side reasoning remains a challenge. |