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Explore the problems researchers are working on and the benchmarks used to measure progress.

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Tasks

TaskDomainBenchmarksPapersLast update
Emotional Support Conversation Response Generationllm chat instructionnlp11Feb 18, 2026
Teamwork components predictionllm chat instruction11May 6, 2026
Career exploration outcome assessmentnlpllm chat instruction11Feb 22, 2026
Trait Alignmentllm chat instruction11May 6, 2026
Zero-shot Language Model Evaluationllm chat instruction11May 7, 2026
Human-AI Hybridizationllm chat instruction11May 7, 2026
Competition Math Gradingnlpllm chat instruction11Feb 22, 2026
Multimodal Conversational Question Answeringmultimodalllm chat instruction11May 7, 2026
Helpful response generationllm chat instruction11Feb 18, 2026
LLM Inference Efficiency Optimizationllm chat instruction11May 7, 2026
Multi-turn Jailbreak Detectionadversarial safety securityllm chat instruction11Feb 22, 2026
Subject Knowledge Evaluationllm chat instruction11May 7, 2026
Probabilistic Model Calibrationnlpllm chat instruction11May 7, 2026
Safety Overrefusal Evaluationadversarial safety securityllm chat instruction11Feb 22, 2026
Conformal Hallucination Detectionllm chat instructionnlp11May 7, 2026
Automated Essay Scoring analytic feedbacknlpllm chat instruction11May 7, 2026
Long-range Modelingllm chat instruction11May 7, 2026
Fact Retentionllm chat instruction11May 7, 2026
Fact retention accuracyllm chat instruction11May 7, 2026
LLM Inference Verificationllm chat instruction11Feb 22, 2026
Domain-specific Alignmentllm chat instruction11May 7, 2026
Strategy-based Question Answeringnlpllm chat instruction12Apr 23, 2026
Generalist Alignmentllm chat instruction11May 7, 2026
Long-horizon Research Task Reproductioncode developer aillm chat instruction11Feb 22, 2026
Opponent modelingagents tool usellm chat instruction11May 7, 2026