BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions (2024 · 176 citations)
Popular code benchmarks such as HumanEval and MBPP mostly test short, standalone algorithmic exercises, and recent models score near the top on them.
SCAN: Structured Capability Assessment and Navigation for LLMs (2026 · 1 citation)
Most automatic LLM benchmarks try to reproduce leaderboard orderings such as Chatbot Arena. They reveal little about where a particular model is strong or weak. SCAN (Structured Capability Assessment and Navigation) treats evaluation as a way to understand a model rather than to rank it.
Locate and Explain: Joint Multimodal Emotion Cause Extraction and Summarization in Conversation (2026)
Studies of why speakers feel emotions in multimodal dialogue usually take one of two approaches. Some pick out the utterances that trigger an emotion, which shows where the cause is but not what it is. Others write free-text cause descriptions, which explain the cause but cannot be traced to specific turns. The…
Think Smart, Not Hard: Difficulty Adaptive Reasoning for Large Audio Language Models (2026)
Large Audio Language Models (LALMs) that use chain-of-thought tend to apply the same reasoning depth to every question.

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Updated 1 November 2026