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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
Peer-Gradingllm chat instruction11Feb 18, 2026
Conversation Response Generationllm chat instructionnlp11Feb 18, 2026
Factuality Generationllm chat instruction11Feb 18, 2026
Recommendation Explanationnlpllm chat instruction11Feb 20, 2026
Tool Summarizationagents tool usellm chat instruction11Apr 15, 2026
General Mathematics Reasoningllm chat instructionnlp11Feb 20, 2026
Safety Classification and Filteringadversarial safety securityllm chat instruction11Apr 15, 2026
Truthful and Informative Generationllm chat instruction12Apr 23, 2026
Human-Model Agreementllm chat instruction11Feb 20, 2026
Multilingual Factual Reasoningllm chat instructionnlp11Apr 15, 2026
Regulatory reasoning and claim validationnlpllm chat instruction11Feb 20, 2026
Max token throughputllm chat instruction11Feb 20, 2026
Social Deduction Game Playllm chat instructionagents tool use11Apr 15, 2026
Scientific Demonstration Generationcode developer aillm chat instruction11Apr 15, 2026
Heads-Up Limit Hold'em Pokeragents tool usellm chat instruction11Apr 15, 2026
Language Model Alignment Evaluationllm chat instructionadversarial safety security11Feb 20, 2026
Peer Review Feedback Generationnlpllm chat instruction11Apr 15, 2026
Matching Human Consensus Feedbackllm chat instruction11Apr 15, 2026
Knowledge Assessment and Commonsense Reasoningnlpllm chat instruction11Feb 20, 2026
VLM Pairwise Preferencemultimodalllm chat instruction11Apr 15, 2026
Grade School Math Word Problem Solvingnlpllm chat instruction13Mar 4, 2026
Contextual Knowledge Adaptation (Prior-Conflicting)llm chat instructionnlp11Feb 20, 2026
Slide Deck Generation Quality Evaluationmultimodalllm chat instruction11Apr 15, 2026
LLM Safetyadversarial safety securityllm chat instruction11Feb 20, 2026
Tool-use Executionagents tool usellm chat instruction11Apr 15, 2026