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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
Self-Healing Tool Routingagents tool usellm chat instruction71Mar 4, 2026
Examinationllm chat instruction74Mar 11, 2026
Advanced Mathematical Reasoningllm chat instructionnlp74Apr 8, 2026
Jailbreak Resistanceadversarial safety securityllm chat instruction73May 26, 2026
End-to-End Inferencellm chat instruction74Jun 4, 2026
Multi-turn Conversation Evaluationllm chat instruction711May 27, 2026
Long-context language modeling evaluationllm chat instruction711Jun 1, 2026
User Satisfaction Evaluationllm chat instruction72Jul 3, 2026
Multi-turn ambiguous query clarificationllm chat instructionnlp71Feb 19, 2026
Multi-attribute steeringllm chat instruction72Jun 23, 2026
Teaming Perception Scale (TPS) Construct Validity Analysisllm chat instruction71Apr 28, 2026
Decode Throughputllm chat instruction72Jul 2, 2026
General Reasoning and Codingcode developer aillm chat instruction75Jun 29, 2026
Comparison-QAllm chat instructionnlp71Apr 8, 2026
LLM Steeringllm chat instruction72May 29, 2026
General Reasoning & Understandingllm chat instructionmultimodal73May 14, 2026
Comparisonllm chat instruction73Jun 2, 2026
KV cache compressionllm chat instruction71Mar 31, 2026
Time-controlled instruction-followingllm chat instruction71Mar 24, 2026
Reasoning Question Answeringnlpllm chat instruction78Jun 11, 2026
Language Modeling Inferencellm chat instruction71Mar 24, 2026
Prefill Latencyllm chat instruction72May 28, 2026
Multi-Agent Reasoningagents tool usellm chat instruction73May 20, 2026
Mathematical Question Answeringnlpllm chat instruction77Jun 16, 2026
Safety Refusal Evaluationadversarial safety securityllm chat instruction72Jun 2, 2026