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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
Comparison-QAllm chat instructionnlp71Apr 8, 2026
General Reasoning and Codingcode developer aillm chat instruction75Jun 29, 2026
Self-Healing Tool Routingagents tool usellm chat instruction71Mar 4, 2026
End-to-End Inferencellm chat instruction74Jun 4, 2026
Long-context modelingllm chat instructionnlp77Jun 2, 2026
Advanced Mathematical Reasoningllm chat instructionnlp74Apr 8, 2026
Grade School Math Reasoningllm chat instructionnlp716Jul 9, 2026
General Language Model Evaluationllm chat instructionnlp+178Jun 2, 2026
Refusalllm chat instructionadversarial safety security76Jul 7, 2026
Knowledge Grounded Dialoguellm chat instructionnlp+177Apr 10, 2026
Multi-turn Chat Evaluationllm chat instruction77Jun 11, 2026
KV cache compressionllm chat instruction71Mar 31, 2026
Reasoning Question Answeringnlpllm chat instruction78Jun 11, 2026
Jailbreak Resistanceadversarial safety securityllm chat instruction73May 26, 2026
Preference Classificationllm chat instructionnlp74Apr 7, 2026
LLM Steeringllm chat instruction72May 29, 2026
Time-controlled instruction-followingllm chat instruction71Mar 24, 2026
Interactive Question Answeringnlpllm chat instruction72Feb 18, 2026
Mathematical Question Answeringnlpllm chat instruction77Jun 16, 2026
User Satisfaction Evaluationllm chat instruction72Jul 3, 2026
Response Similarityllm chat instruction72May 13, 2026
Multi-turn ambiguous query clarificationllm chat instructionnlp71Feb 19, 2026
Instruction Inductionllm chat instructionnlp76May 21, 2026
Multi-Agent Reasoningagents tool usellm chat instruction73May 20, 2026
Examinationllm chat instruction74Mar 11, 2026