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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
Helpfulness Assessmentllm chat instruction22May 8, 2026
Multi-discipline Understandingmultimodalllm chat instruction24May 14, 2026
Web-based Reasoningagents tool usellm chat instruction22Jun 18, 2026
Social Norm Dialogue Generationllm chat instruction21Mar 13, 2026
Rationale Faithfulness Evaluationnlpllm chat instruction22May 12, 2026
Conflict Measurementllm chat instruction21Mar 20, 2026
Audio Instruction Followingspeech audiollm chat instruction22May 20, 2026
Knowledge-focused evaluationllm chat instructionnlp21Feb 19, 2026
Context Managementllm chat instruction22Jul 2, 2026
Zero-shot Reasoning and Knowledgellm chat instructionnlp22Apr 14, 2026
Missing Premise Testnlpllm chat instruction21Feb 19, 2026
High-level instruction executionagents tool usellm chat instruction21Mar 24, 2026
Large Language Model Debiasingllm chat instructionadversarial safety security21Mar 20, 2026
Shot-Language Understandingnlpllm chat instruction21Mar 20, 2026
Safety Dialogue Evaluationllm chat instructionadversarial safety security22Mar 25, 2026
MoE LLM Servingllm chat instruction21Jun 23, 2026
Average across tasksllm chat instruction21Mar 19, 2026
Downstream Performance Evaluationllm chat instruction24May 22, 2026
Long-CoT Reasoningllm chat instruction21Mar 13, 2026
Scientific Research Automationllm chat instruction21Mar 19, 2026
Knowledge-enhanced Text Generationnlpllm chat instruction21Mar 18, 2026
Biomedical domain adaptationbio medicalllm chat instruction21Mar 16, 2026
Personalized Story Generationllm chat instruction21Mar 18, 2026
Multi-turn financial advisory dialoguellm chat instructionagents tool use22Jun 30, 2026
Big-Bench Hardllm chat instructionnlp22Apr 21, 2026