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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
LLM response quality predictionllm chat instruction11Feb 18, 2026
Tool-based multi-turn dialogueagents tool usellm chat instruction11Feb 18, 2026
Multi-hop information-seekingretrieval search ragllm chat instruction11Apr 8, 2026
Planning-style reasoningagents tool usellm chat instruction11Feb 19, 2026
Deep research agents / Multi-step reasoningagents tool usellm chat instruction11Apr 8, 2026
Speculative decoding evaluationllm chat instruction11Feb 19, 2026
Lifelong Alignmentllm chat instruction11Apr 8, 2026
Structured interactionllm chat instruction11Feb 19, 2026
Story Generation Diversity Analysisllm chat instruction11Apr 8, 2026
Text-centric Reasoningllm chat instructionnlp11Apr 8, 2026
Q&A Reasoningllm chat instructionnlp11Apr 8, 2026
Structured Response Generationllm chat instruction11Feb 19, 2026
Automated Research Paper Writingllm chat instruction11Apr 8, 2026
Multi-task Scoringllm chat instruction11Apr 8, 2026
Prior Knowledge Evaluationllm chat instruction11Feb 18, 2026
Jailbreak Defense Efficiency and Effectivenessadversarial safety securityllm chat instruction11Feb 19, 2026
Subjective Rubric-based Scoringllm chat instruction11Apr 8, 2026
LLM Response Hijackingadversarial safety securityllm chat instruction11Feb 19, 2026
Uncertainty Triggeringllm chat instruction11Apr 8, 2026
Multiple-choice question answering (MCQA) with evidencenlpllm chat instruction11Apr 8, 2026
Dynamic Comprehension Evaluationllm chat instruction11Feb 18, 2026
Engagementllm chat instruction11Feb 19, 2026
Medical LLM Risk Triagebio medicalllm chat instruction11Apr 8, 2026
Verifiable Inferencellm chat instruction11Mar 27, 2026
Multi-turn enterprise IT support diagnosisllm chat instructionagents tool use11Apr 8, 2026