Papers with role-based attention mechanism
Market-Bench: Benchmarking Large Language Models on Economic and Trade Competition (2026.acl-long)
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| Challenge: | Existing LLM benchmarks focus on semantic complexity or quantitative competition, but rarely both simultaneously under economic scarcity. |
| Approach: | They propose a benchmark that evaluates the capabilities of large language models (LLMs) in economically-relevant tasks through economic and trade competition. |
| Outcome: | The proposed model evaluates the capabilities of large language models in economically-relevant tasks through economic and trade competition. |