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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
Prefillllm chat instruction33Jun 5, 2026
Linear Concept Accessibility and Steeringllm chat instruction31Apr 20, 2026
Reasoning trace quality evaluationllm chat instructionnlp31Apr 16, 2026
Reasoning failure predictioncode developer aillm chat instruction31Apr 21, 2026
Tool-use Inferenceagents tool usellm chat instruction31Apr 16, 2026
Multi-Turn Function Callingagents tool usellm chat instruction34May 28, 2026
LLM Generation Efficiencyllm chat instruction31Feb 22, 2026
Fine-grained Knowledge Recallllm chat instructionretrieval search rag31Apr 15, 2026
Task Decompositionllm chat instruction33Jun 24, 2026
Multi-turn dialogue routingllm chat instruction31Apr 15, 2026
Rubric satisfaction evaluationllm chat instruction31Feb 21, 2026
Goal-relevance Evaluationllm chat instruction31Apr 15, 2026
Safety-Utility Trade-off Evaluationadversarial safety securityllm chat instruction33Jun 5, 2026
Skill Learningllm chat instructionagents tool use+231Feb 27, 2026
Social Deduction Game Gameplayllm chat instructionagents tool use32May 29, 2026
LoRA Adapter Transfercode developer aillm chat instruction31Apr 15, 2026
Knowledge Injectionnlpllm chat instruction32May 19, 2026
Single-Turn Mathematical Reasoningllm chat instructionnlp31Feb 20, 2026
Long-form factuality evaluationllm chat instructionnlp31Apr 15, 2026
Memory Evaluationllm chat instruction32Jun 2, 2026
Multimodal Medical Reasoningmultimodalbio medical+134Jul 1, 2026
Multi-turn Jailbreakadversarial safety securityllm chat instruction32Jun 2, 2026
Self-confidence estimationllm chat instructionnlp31Feb 20, 2026
Open generationllm chat instruction33May 11, 2026
Multi-step Reasoning over Code Dependenciescode developer aillm chat instruction31Apr 14, 2026