Papers by Lovish Madaan
Lost in Inference: Rediscovering the Role of Natural Language Inference for Large Language Models (2025.naacl-long)
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| Challenge: | In the recent past, a popular way of evaluating natural language understanding was to consider a model’s ability to perform natural language inference (NLI) tasks. |
| Approach: | They focus on five different NLI benchmarks across six models of different scales and examine how their accuracies develop during training. |
| Outcome: | The softmax distributions of models align with human label distributions in cases where statements are ambiguous or vague. |