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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
Faithfulness Hallucinationretrieval search ragllm chat instruction11Feb 18, 2026
Jailbreak Attack Resistance Evaluationadversarial safety securityllm chat instruction11Feb 19, 2026
Calibration Performanceretrieval search ragllm chat instruction11Apr 8, 2026
Ad Injection Attack Resistance Evaluationadversarial safety securityllm chat instruction11Feb 19, 2026
Collaborative Group Problem Solvingllm chat instructionagents tool use11Apr 9, 2026
Federated Instruction Followingllm chat instructionnlp11Feb 19, 2026
Average Zero-shot Performancellm chat instruction11Apr 9, 2026
B2B Negotiationllm chat instructionnlp11Feb 19, 2026
Answering Mechanics Questionsnlpllm chat instruction11Apr 9, 2026
Abstention Enforcementllm chat instruction11Apr 9, 2026
Long-context language modeling and retrievalllm chat instructionretrieval search rag12Feb 18, 2026
Latency Amplification Analysisllm chat instructionadversarial safety security11Feb 19, 2026
Abstention and Hallucination Evaluationllm chat instruction11Apr 9, 2026
Reasoning & Codingcode developer aillm chat instruction11Feb 19, 2026
Legal Reasoning and Professional Examinationnlpllm chat instruction11Feb 18, 2026
Interactive Tutoringllm chat instruction11Feb 27, 2026
Intent Alignmentllm chat instructionagents tool use11Feb 19, 2026
Malicious Prompt Refusaladversarial safety securityllm chat instruction13Jun 23, 2026
LLM Tutoring Evaluationllm chat instruction11Apr 9, 2026
Tutor Agent Evaluationagents tool usellm chat instruction11Feb 27, 2026
Encrypted LLM Inferencellm chat instructionadversarial safety security12May 6, 2026
Meeting Schedulingagents tool usellm chat instruction11Apr 9, 2026
CBT-specific skills evaluationllm chat instruction11Apr 9, 2026
Dialogue Systemsllm chat instructionnlp11Feb 18, 2026
Law School Admission Testingllm chat instructionnlp11Feb 18, 2026