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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
Output Diversityllm chat instruction44Jun 1, 2026
Dialogue turn-takingllm chat instruction41Apr 21, 2026
Insight Discovery and Guidancellm chat instruction41Apr 21, 2026
Steerability Correlation Analysisllm chat instruction41Apr 20, 2026
Response-level Hallucination Detectionretrieval search ragllm chat instruction42Jul 7, 2026
Emergent Misalignment Measurementadversarial safety securityllm chat instruction41Mar 6, 2026
Pairwise Human Preference Predictionllm chat instructionnlp42May 6, 2026
Jailbreak Transferabilityadversarial safety securityllm chat instruction41Mar 4, 2026
Emotional Supportllm chat instructionnlp41Mar 4, 2026
Personality Understandingllm chat instructionnlp42May 8, 2026
LLM-as-judge head-to-head comparisonllm chat instruction41Mar 4, 2026
False Refusal Evaluationllm chat instruction42Mar 17, 2026
Personality Alignmentllm chat instruction42May 1, 2026
Multilingual Reasoning and Language Understandingnlpllm chat instruction41Apr 15, 2026
Reasoning-Aware Threat Detectionadversarial safety securityllm chat instruction41Mar 4, 2026
Quantitative Reasoningnlpllm chat instruction43Jun 2, 2026
Multi-step LLM Interactionllm chat instruction41Feb 18, 2026
Tool-use behavioral profilingagents tool usellm chat instruction41Apr 15, 2026
Global Question Answeringretrieval search ragllm chat instruction41Apr 21, 2026
Long-context recallllm chat instruction42Jun 30, 2026
Chat & Instruction Followingllm chat instruction42Jul 7, 2026
Open-ended evaluationllm chat instruction44Jul 8, 2026
Instruction Generalizationllm chat instruction42Apr 28, 2026
Scientific and General Reasoningllm chat instructionnlp43Feb 24, 2026
Conversational Semantic Parsingnlpllm chat instruction42Feb 18, 2026