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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
Jailbreak Transferabilityadversarial safety securityllm chat instruction41Mar 4, 2026
False Refusal Evaluationllm chat instruction42Mar 17, 2026
Attribute Steeringllm chat instructionnlp43May 13, 2026
Multi-digit Multiplicationllm chat instruction41Apr 21, 2026
PII Disclosure Mitigationadversarial safety securityllm chat instruction41Apr 21, 2026
Pairwise Human Preference Predictionllm chat instructionnlp42May 6, 2026
Constrained LLM Decodingllm chat instruction41Feb 18, 2026
Troubleshootingllm chat instruction42Mar 13, 2026
Steerability Correlation Analysisllm chat instruction41Apr 20, 2026
Personality Alignmentllm chat instruction42May 1, 2026
Personality Understandingllm chat instructionnlp42May 8, 2026
Zero-shot Language Understanding and Reasoningllm chat instructionnlp44Apr 2, 2026
Response-level Hallucination Detectionretrieval search ragllm chat instruction42Jul 7, 2026
Multi-Query Associative Recall (MQAR)llm chat instruction41Feb 18, 2026
Multi-Taskllm chat instructionnlp43Jun 23, 2026
Chat & Instruction Followingllm chat instruction42Jul 7, 2026
Tool-use behavioral profilingagents tool usellm chat instruction41Apr 15, 2026
Long-Horizon Stabilitybio medicalllm chat instruction42May 14, 2026
Multilingual Reasoning and Language Understandingnlpllm chat instruction41Apr 15, 2026
MemoryBench Taskllm chat instruction41Feb 18, 2026
Dialogue Reasoningllm chat instructionnlp45May 15, 2026
Knowledge Editing Resistancellm chat instructionadversarial safety security41Jul 3, 2026
Modular Additionllm chat instruction42Jul 1, 2026
Reasoning-Aware Threat Detectionadversarial safety securityllm chat instruction41Mar 4, 2026
Multilingual Knowledge Evaluationnlpllm chat instruction44Jun 8, 2026