Papers with coreference disambiguation
Correct-Detect: Balancing Performance and Ambiguity Through the Lens of Coreference Resolution in LLMs (2025.emnlp-main)
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| Challenge: | Large Language Models (LLMs) are intended to reflect human linguistic competencies . but when context is absent or insufficient, ambiguity resolution becomes more tenuous . |
| Approach: | They propose a CORRECT-DETECT trade-off between large language models and ambiguity detection . they show that large language model models can achieve good performance with minimal prompting . |
| Outcome: | The proposed models can achieve good performance with minimal prompting in coreference disambiguation and detection of ambiguity in corefertility tasks, but they cannot do both at the same time. |