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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
Long-form factuality evaluationllm chat instructionnlp31Apr 15, 2026
Multimodal In-Context Learningmultimodalllm chat instruction33Apr 16, 2026
Multi-agent Cognitive Orchestrationagents tool usellm chat instruction31Apr 21, 2026
Linear Concept Accessibility and Steeringllm chat instruction31Apr 20, 2026
LoRA Adapter Transfercode developer aillm chat instruction31Apr 15, 2026
Social Deduction Game Gameplayllm chat instructionagents tool use32May 29, 2026
Long-horizon legal inquiryllm chat instructionnlp31Feb 18, 2026
Value Modelingllm chat instruction31Feb 18, 2026
Memory Evaluationllm chat instruction32Jun 2, 2026
Self-confidence estimationllm chat instructionnlp31Feb 20, 2026
Multi-turn Jailbreakadversarial safety securityllm chat instruction32Jun 2, 2026
Chat Evaluationllm chat instruction34Jun 26, 2026
Multimodal Medical Reasoningmultimodalbio medical+134Jul 1, 2026
PRP Faithfulness Evaluationllm chat instructionnlp31Feb 18, 2026
20 Questionsllm chat instructionnlp31Feb 19, 2026
Multi-step Reasoning over Code Dependenciescode developer aillm chat instruction31Apr 14, 2026
Hallucination Benchmarkllm chat instruction31Apr 14, 2026
Incorrect Reasoning Path Detectionllm chat instruction31Apr 14, 2026
Creative Writing Evaluationllm chat instruction32Jun 4, 2026
Hallucination Examinationllm chat instructionnlp32Jun 11, 2026
LLM-as-a-Judge Evaluation Consistencyllm chat instructionadversarial safety security31Feb 18, 2026
Strategic AI Persuasion (Sender)llm chat instructionadversarial safety security31Feb 19, 2026
Strategic AI Persuasion (Receiver)llm chat instructionnlp31Feb 19, 2026
Mathematical Reasoning (Calculator)llm chat instruction31Feb 19, 2026
UMUI Judgment Calibrationllm chat instruction31Apr 13, 2026