Papers with relevance thesaurus construction
Discovering Biases in Information Retrieval Models Using Relevance Thesaurus as Global Explanation (2024.emnlp-main)
Copied to clipboard
| Challenge: | Currently, local explanations are not effective in predicting the model’s behavior on unseen texts. |
| Approach: | They propose a method to build a relevance thesaurus containing semantically relevant query term and document term pairs which can augment BM25 scoring functions to better approximate the neural model’s predictions. |
| Outcome: | The proposed method can augment BM25 scoring functions to better approximate the neural relevance model’s predictions. |