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3 accepted papers

2025

LongWeave: A Long-Form Generation Benchmark Bridging Real-World Relevance and Verifiability

EMNLP 2025

Generating long, informative, and factual outputs remains a major challenge for Large Language Models (LLMs). Existing benchmarks for long-form generation typically assess real-world queries with hard-to-verify metrics or use synthetic setups that ease evaluation but overlook real-world intricacies.

2025

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding

ACL 2025short

While Large Language Models (LLMs) support long contexts, they struggle with performance degradation within the context window. Current solutions incur prohibitive training costs, leaving statistical behaviors and cost-effective approaches underexplored. From the decoding perspective, we identify th…

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