Papers by Gene Beaufrand
Deconstructing Instruction-Following: A New Benchmark for Granular Evaluation of Large Language Model Instruction Compliance Abilities (2026.eacl-long)
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| Challenge: | Existing benchmarks for ensuring Large Language Models (LLMs) follow complex instructions fail to reflect real-world use or isolate compliance from task success. |
| Approach: | They propose a modular framework that uses a dynamically generated dataset with up to 20 application-oriented generation constraints to enable a granular and independent analysis of LLM instruction compliance. |
| Outcome: | The proposed framework reveals that compliance is not a monolithic capability but varies significantly with constraint type, quantity, and position. |