CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark (2021 · 71 citations)
Biomedical NLP evaluation resources such as BLURB and PubMedQA are almost entirely English. Chinese, spoken by roughly a quarter of humanity, has had no shared yardstick for medical language understanding. The authors address this with CBLUE, which they describe as the first Chinese benchmark of its kind. It combines…
LongDocURL: a Comprehensive Multimodal Long Document Benchmark Integrating Understanding, Reasoning, and Locating (2025 · 30 citations)
Evaluation of document understanding has not kept pace with large vision-language models (LVLMs). Standard datasets such as DocVQA cover only single pages and are close to saturated. Multi-page sets like MP-DocVQA and DUDE stay under 20 pages and rarely test how models connect different layout elements.
MR-ALIGN: Meta-Reasoning Informed Factuality Alignment for Large Reasoning Models (2026 · 2 citations)
Large reasoning models (LRMs) handle multi-step problems well, but extended thinking adds little on fact-based questions.
LoRE: Enhancing Search Relevance with Progressive Chain-of-Thought and Preference Alignment (2026)
The paper tackles e-commerce search relevance: deciding whether a retrieved item truly fits a user's query.

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Updated 1 November 2026