Papers by Huijin Ju
Bridging the Embodiment Gap in Agricultural Knowledge Representation for Language Models (2025.acl-srw)
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| Challenge: | a paper quantifies the “embodiment gap” between disembodied language models and embodied agricultural knowledge communication . agronomists and researchers examined the embodiment gap in 78 farmers . |
| Approach: | They propose a framework that integrates linguistic patterns from five domains of agricultural expertise and a new metric for evaluating embodied knowledge representation in language models. |
| Outcome: | The proposed frameworks reduce the embodiment gap by 47.3% across agricultural domains . the proposed framework improves tool usage discourse and soil assessment terminology . |