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evaluation benchmark

257 papers

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large language model (13587) benchmark evaluation (1556) question answering (2963) language model (4599) model evaluation (445) language model evaluation (227) instruction following (396) machine translation (2499) multimodal learning (4645) multilingual nlp (1426)

Papers

IGenBench: Benchmarking the Reliability of Text-to-Infographic Generation ACL 2026
Serbian SuperGLUE: Towards an Evaluation Benchmark for South Slavic Language Models EACL 2026
BrowseComp-Plus: A Fair and Disentangled Evaluation Benchmark for Deep Search Agents ACL 2026
Bloom-Eval: A Hierarchical Evaluation Benchmark for Automatic Survey Generation Based on Bloom’s Taxonomy ACL 2026
EduGuardBench: A Holistic Benchmark for Evaluating the Pedagogical Fidelity and Adversarial Safety of LLMs as Simulated Teachers AAAI 2026
MME-SCI: A Comprehensive and Challenging Science Benchmark for Multimodal Large Language Models AAAI 2026
LexInstructEval: Lexical Instruction Following Evaluation for Large Language Models AAAI 2026
Does Question Really Matter? The Attribution of Answer Bias in LLM Evaluation AAAI 2026
Truth or Sophistry? LoFa: A Benchmark for LLM Robustness Against Logical Fallacies ACL 2026
Paper2Web: Let’s Make Your Paper Alive! ACL 2026
IF-RewardBench: Benchmarking Judge Models for Instruction-Following Evaluation ACL 2026
LitVISTA: A Benchmark for Narrative Orchestration in Literary Text ACL 2026
T2VWorldBench: A Benchmark for Evaluating World Knowledge in Text-to-Video Generation WACV 2026
From Chaos to Clarity: A Knowledge Graph-Driven Audit Dataset Generation Framework for LLM Unlearning AAAI 2026
SpeechIQ: Speech-Agentic Intelligence Quotient Across Cognitive Levels in Voice Understanding by Large Language Models ACL 2025
IOPO: Empowering LLMs with Complex Instruction Following via Input-Output Preference Optimization ACL 2025
MaXIFE: Multilingual and Cross-lingual Instruction Following Evaluation ACL 2025
DHP Benchmark: Are LLMs Good NLG Evaluators? NAACL 2025
ICE-Bench: A Unified and Comprehensive Benchmark for Image Creating and Editing ICCV 2025
Beyond Single-Value Metrics: Evaluating and Enhancing LLM Unlearning with Cognitive Diagnosis ACL 2025
Hard Emotion Test Evaluation Sets for Language Models NAACL 2025
SEOE: A Scalable and Reliable Semantic Evaluation Framework for Open Domain Event Detection ACL 2025
Beyond Surface Simplicity: Revealing Hidden Reasoning Attributes for Precise Commonsense Diagnosis ACL 2025
Find the Intention of Instruction: Comprehensive Evaluation of Instruction Understanding for Large Language Models NAACL 2025
Towards Holistic Evaluation of Large Audio-Language Models: A Comprehensive Survey EMNLP 2025