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Research

Tasks

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

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Tasks

TaskDomainBenchmarksPapersLast update
Large Language Model Routing and Orchestrationllm chat instructionagents tool use11Apr 28, 2026
Contribution and Evidence Generationllm chat instruction11Apr 28, 2026
Competition-level Mathematics and Science Reasoningllm chat instructionnlp11Feb 22, 2026
Science and general knowledgellm chat instruction11Apr 28, 2026
Interactive LLM Alignmentllm chat instructionadversarial safety security11Feb 18, 2026
Novel Knowledge Recallllm chat instruction11Apr 28, 2026
Knowledge Combinationllm chat instruction11Apr 28, 2026
Role Fidelityllm chat instruction11Feb 22, 2026
Customer Support BPMllm chat instruction11Apr 28, 2026
Mathematical Reasoning Critique and Refinementllm chat instructionnlp11Feb 18, 2026
Customer Support Automationllm chat instruction11Apr 28, 2026
Copy Taskllm chat instruction11Feb 22, 2026
GUI Agent Planningagents tool usellm chat instruction11Apr 28, 2026
End-to-End Dialog Generationllm chat instructionnlp11Feb 18, 2026
Financial Advisory Preference Rankingllm chat instruction11Apr 28, 2026
Attention layer forward passllm chat instruction11Apr 28, 2026
Competence Estimationllm chat instruction11Apr 28, 2026
Harmlessness preference labeling accuracyadversarial safety securityllm chat instruction11Feb 22, 2026
Speculative Adviceadversarial safety securityllm chat instruction11Apr 28, 2026
Harmfulness Refusaladversarial safety securityllm chat instruction11Apr 28, 2026
Story Premise Diversity Evaluationllm chat instruction11Feb 18, 2026
Multi-step reasoning and tool useagents tool usellm chat instruction11Feb 18, 2026
Data analysis step verificationllm chat instruction11Apr 28, 2026
Vision Language Model Evaluationmultimodalcomputer vision+211Apr 28, 2026
Speculative Decoding Throughputllm chat instructionnlp11Feb 27, 2026