LLM Benchmarks papers, 2023–2026

Key findings

• LLM Benchmarks went from 2 papers in 2023 to 307 in 2026, roughly 154x in three years.
• NeurIPS publishes the most LLM Benchmarks work: 256 papers from 2023 to 2026, 47% of the four-venue total.
• The fastest-growing overlap is with AI Agents: papers tagged with both rose from 1 in 2023 to 116 in 2026.
• Among the 5 topics under Evaluation and Benchmarks, it ranks #1 by 2026 paper count; the fastest grower in the group, LLM-as-Judge, is up 27x versus 154x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026A Free Lunch in LLM Compression: Revisiting Retraining after Pruning
• ICML 2026Controlled LLM Training on Spectral Sphere
• ICLR 2026Hey, That's My Model! Introducing Chain & Hash, An LLM Fingerprinting Technique
• CVPR 20263DrawAgent Teaching LLM to Draw in 3D with Early Contrastive
• NeurIPS 2025ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training
• ICML 2025Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM’s Reasoning Capability
• ICLR 2025Catastrophic Failure of LLM Unlearning via Quantization
• CVPR 2025Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model
• NeurIPS 2024Large Language Models' Expert-level Global History Knowledge Benchmark (HiST-LLM)
• ICML 2024Characterizing ResNet's Universal Approximation Capability
• ICLR 2024Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals
• CVPR 2024Koala: Key Frame-Conditioned Long Video-LLM
• NeurIPS 2023Quantizable Transformers: Removing Outliers by Helping Attention Heads Do Nothing
• NeurIPS 2026Accelerating LLM Pre-Training through Flat-Direction Dynamics Enhancement
• ICML 2026LLM Priors for ERM over Programs
• ICLR 2026How Learning Rate Decay Wastes Your Best Data in Curriculum-Based LLM Pretraining
• CVPR 20263D-VCD Hallucination Mitigation in 3D-LLM Embodied Agents through Visual Contrastive
• NeurIPS 2025BrainEC-LLM: Brain Effective Connectivity Estimation by Multiscale Mixing LLM
• ICML 2025Position: Medical Large Language Model Benchmarks Should Prioritize Construct Validity
• ICLR 2025Cheating Automatic LLM Benchmarks: Null Models Achieve High Win Rates

All LLM Benchmarks papers

21 papers, page 1 of 1

1. ICML 2024An LLM Compiler for Parallel Function Calling
2. ICML 2024Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs
3. ICML 2024Auto-Encoding Morph-Tokens for Multimodal LLM
4. ICML 2024Break the Sequential Dependency of LLM Inference Using Lookahead Decoding
5. ICML 2024Characterizing ResNet's Universal Approximation Capability
6. ICML 2024CLLMs: Consistency Large Language Models
7. ICML 2024Embodied CoT Distillation From LLM To Off-the-shelf Agents
8. ICML 2024ExCP: Extreme LLM Checkpoint Compression via Weight-Momentum Joint Shrinking
9. ICML 2024Executable Code Actions Elicit Better LLM Agents
10. ICML 2024Exploring the LLM Journey from Cognition to Expression with Linear Representations
11. ICML 2024Is DPO Superior to PPO for LLM Alignment? A Comprehensive Study
12. ICML 2024LLM Maybe LongLM: SelfExtend LLM Context Window Without Tuning
13. ICML 2024LongRoPE: Extending LLM Context Window Beyond 2 Million Tokens
14. ICML 2024Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads
15. ICML 2024MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark
16. ICML 2024MuxServe: Flexible Spatial-Temporal Multiplexing for Multiple LLM Serving
17. ICML 2024NExT-GPT: Any-to-Any Multimodal LLM
18. ICML 2024Position: Fundamental Limitations of LLM Censorship Necessitate New Approaches
19. ICML 2024Position: Key Claims in LLM Research Have a Long Tail of Footnotes
20. ICML 2024Reason for Future, Act for Now: A Principled Architecture for Autonomous LLM Agents
21. ICML 2024SparQ Attention: Bandwidth-Efficient LLM Inference

FAQ

How many LLM Benchmarks papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

544 in total: 2 in 2023, 61 in 2024, 174 in 2025, 307 in 2026.

How many LLM Benchmarks papers are at NeurIPS 2026?

NeurIPS 2026 has 138 LLM Benchmarks papers, versus 92 the year before.

How many LLM Benchmarks papers are at ICLR 2026?

ICLR 2026 has 103 LLM Benchmarks papers, versus 50 the year before.

How many LLM Benchmarks papers are at ICML 2026?

ICML 2026 has 60 LLM Benchmarks papers, versus 24 the year before.

How many LLM Benchmarks papers are at CVPR 2026?

CVPR 2026 has 6 LLM Benchmarks papers, versus 8 the year before.

Which conference publishes the most LLM Benchmarks papers?

NeurIPS, with 256 papers from 2023 to 2026.