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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
Human Preference Evaluationllm chat instruction3430Jul 7, 2026
Conversational Recommendationllm chat instructionnlp3414Jun 24, 2026
Human Evaluationllm chat instructionadversarial safety security+13330Jul 3, 2026
STEM Reasoningllm chat instructionnlp3321Jul 2, 2026
Preference Predictionllm chat instruction3316Jul 3, 2026
Abductive Explanation Generationllm chat instructionnlp322Jun 11, 2026
Prompt Optimizationllm chat instruction3213Jun 24, 2026
Alignmentllm chat instruction3224Jul 7, 2026
LLM Jailbreakingadversarial safety securityllm chat instruction325May 21, 2026
Large Language Model Evaluationllm chat instruction3125Jun 9, 2026
Insight Generationretrieval search ragllm chat instruction302Apr 23, 2026
Detection of LLM generated textllm chat instructionnlp302May 12, 2026
Personalizationllm chat instruction3014Jul 3, 2026
Instruction Tuningllm chat instructionnlp3018Jun 4, 2026
Multi-turn dialoguellm chat instruction3031Jul 7, 2026
LLM-as-a-Judgellm chat instruction3016Jun 23, 2026
Instruction Following Evaluationllm chat instruction2919Jun 25, 2026
Selective Generationnlpllm chat instruction282Apr 29, 2026
Personalized Text Generationllm chat instruction2811Jun 18, 2026
Human Preference Alignmentllm chat instruction2720Jun 9, 2026
Safety Alignment Evaluationadversarial safety securityllm chat instruction2711Jul 2, 2026
Knowledge Retentionllm chat instruction2719Jun 24, 2026
Preference Evaluationllm chat instruction2719Jun 23, 2026
Multi-step Reasoningllm chat instruction2618Jul 8, 2026
Sycophancy Evaluationllm chat instructionadversarial safety security2614Jun 11, 2026