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

24 papers, page 1 of 1

1. NeurIPS 2024Cascade Speculative Drafting for Even Faster LLM Inference
2. NeurIPS 2024DISP-LLM: Dimension-Independent Structural Pruning for Large Language Models
3. NeurIPS 2024Distributional Preference Alignment of LLMs via Optimal Transport
4. NeurIPS 2024EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge Summaries
5. NeurIPS 2024Enhancing LLM’s Cognition via Structurization
6. NeurIPS 2024Evaluating Copyright Takedown Methods for Language Models
7. NeurIPS 2024Exploiting LLM Quantization
8. NeurIPS 2024Gorilla: Large Language Model Connected with Massive APIs
9. NeurIPS 2024HYDRA: Model Factorization Framework for Black-Box LLM Personalization
10. NeurIPS 2024IaC-Eval: A Code Generation Benchmark for Cloud Infrastructure-as-Code Programs
11. NeurIPS 2024Large Language Models' Expert-level Global History Knowledge Benchmark (HiST-LLM)
12. NeurIPS 2024LLM Processes: Numerical Predictive Distributions Conditioned on Natural Language
13. NeurIPS 2024LLM-AutoDA: Large Language Model-Driven Automatic Data Augmentation for Long-tailed Problems
14. NeurIPS 2024NoMAD-Attention: Efficient LLM Inference on CPUs Through Multiply-add-free Attention
15. NeurIPS 2024ReMoDetect: Reward Models Recognize Aligned LLM's Generations
16. NeurIPS 2024Reversing the Forget-Retain Objectives: An Efficient LLM Unlearning Framework from Logit Difference
17. NeurIPS 2024RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models
18. NeurIPS 2024SDP4Bit: Toward 4-bit Communication Quantization in Sharded Data Parallelism for LLM Training
19. NeurIPS 2024SpecExec: Massively Parallel Speculative Decoding For Interactive LLM Inference on Consumer Devices
20. NeurIPS 2024Stacking Your Transformers: A Closer Look at Model Growth for Efficient LLM Pre-Training
21. NeurIPS 2024To Believe or Not to Believe Your LLM: Iterative Prompting for Estimating Epistemic Uncertainty
22. NeurIPS 2024Topic-Conversation Relevance (TCR) Dataset and Benchmarks
23. NeurIPS 2024Towards Next-Level Post-Training Quantization of Hyper-Scale Transformers
24. NeurIPS 2024WaterMax: breaking the LLM watermark detectability-robustness-quality trade-off

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.