人工评测论文趋势 2023–2026
人评协议
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 271 篇被归入该主题的论文。
主要结论
- 人工评测论文从 2023 年的 33 篇增长到 2026 年的 108 篇，三年间扩大到约 3.3 倍。
- NeurIPS 是发人工评测论文最多的会议，2023–2026 年共 90 篇，占四个会议总量的 33%。
- 交叉方向里涨得最快的是数据集与基准：同时属于两个主题的论文从 2023 年的 3 篇增至 2026 年的 31 篇。
- 在「评测与基准」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的大模型基准是 154 倍，人工评测是 3.3 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 9 | 6 | 1 | 17 | 33 |
| 2024 | 25 | 11 | 13 | 21 | 70 |
| 2025 | 17 | 16 | 14 | 13 | 60 |
| 2026 | 39 | 29 | 21 | 19 | 108 |
代表论文
按年份和会议均匀挑选，方便快速看到每一届的样貌
- NeurIPS 2026Ad-Hoc Teamwork from Human Demonstrations
- ICML 2026SWE-IF: Aligning Code Evaluation with Human Preference
- ICLR 2026Human-LLM Collaborative Feature Engineering for Tabular Data
- CVPR 2026Bridging Human Evaluation to Infrared and Visible Image Fusion
- NeurIPS 2025Deep Edge Filter: Return of the Human-Crafted Layer in Deep Learning
- ICML 2025Position: When Incentives Backfire, Data Stops Being Human
- ICLR 2025Eliciting Human Preferences with Language Models
- CVPR 2025DynPose: Largely Improving the Efficiency of Human Pose Estimation by a Simple Dynamic Framework
- NeurIPS 2024DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA
- ICML 2024A Fine-grained Analysis of Fitted Q-evaluation: Beyond Parametric Models
- ICLR 2024Human Feedback is not Gold Standard
- CVPR 2024LocLLM: Exploiting Generalizable Human Keypoint Localization via Large Language Model
- NeurIPS 2023Privacy Assessment on Reconstructed Images: Are Existing Evaluation Metrics Faithful to Human Perception?
- ICML 2023Regions of Reliability in the Evaluation of Multivariate Probabilistic Forecasts
- ICLR 2023Beyond calibration: estimating the grouping loss of modern neural networks
- CVPR 20233D Human Keypoints Estimation From Point Clouds in the Wild Without Human Labels
- NeurIPS 2026AI Construct Lexis: An Ontology of the Hidden Assumptions in AI Evaluation
- ICML 2026Rethinking Evaluation Paradigms in IBP-based Certified Training
- ICLR 2026Multi-turn Evaluation of Anthropomorphic Behaviours in Large Language Models
- CVPR 2026Ground Reaction Inertial Poser Physics-based Human Motion Capture from Sparse
全部人工评测论文
共 29 篇，第 1 / 1 页
- ICLR 2026AutoLibra: Agent Metric Induction from Open-Ended Human Feedback
- ICLR 2026AutoMetrics: Approximate Human Judgments with Automatically Generated Evaluators
- ICLR 2026Benchmarking Large Vision-Language Models on Fine-Grained Image Tasks: A Comprehensive Evaluation
- ICLR 2026Collaborative Gym: A Framework for Enabling and Evaluating Human-Agent Collaboration
- ICLR 2026CounselBench: A Large-Scale Expert Evaluation and Adversarial Benchmarking of Large Language Models in Mental Health Question Answering
- ICLR 2026Death of the Novel(ty): Beyond N-Gram Novelty as a Metric for Textual Creativity
- ICLR 2026Direct Reward Fine-Tuning on Poses for Single Image to 3D Human in the Wild
- ICLR 2026ELLMob: Event-Driven Human Mobility Generation with Self-Aligned LLM Framework
- ICLR 2026How NOT to benchmark your SITE metric: Beyond Static Leaderboards and Towards Realistic Evaluation.
- ICLR 2026Human or Machine? A Preliminary Turing Test for Speech-to-Speech Interaction
- ICLR 2026Human-LLM Collaborative Feature Engineering for Tabular Data
- ICLR 2026Human-MME: A Holistic Evaluation Benchmark for Human-Centric Multimodal Large Language Models
- ICLR 2026HumanPCR: Probing MLLM Capabilities in Diverse Human-Centric Scenes
- ICLR 2026HUME: Measuring the Human-Model Performance Gap in Text Embedding Tasks
- ICLR 2026LFQA-E: Carefully Benchmarking Long-form QA Evaluation
- ICLR 2026M4PQA: A Comprehensive QA Dataset for AI Research with Instance-Level Evaluation
- ICLR 2026MoSA: Motion-Coherent Human Video Generation via Structure-Appearance Decoupling
- ICLR 2026Multi-turn Evaluation of Anthropomorphic Behaviours in Large Language Models
- ICLR 2026Noisy but Valid: Robust Statistical Evaluation of LLMs with Imperfect Judges
- ICLR 2026Quantum machine learning advantages beyond hardness of evaluation
- ICLR 2026ROSETTA: Constructing Code-Based Reward from Unconstrained Language Preference
- ICLR 2026Scalable Oversight via Partitioned Human Supervision
- ICLR 2026SEED: Towards More Accurate Semantic Evaluation for Visual Brain Decoding
- ICLR 2026SpotIt: Evaluating Text-to-SQL Evaluation with Formal Verification
- ICLR 2026Systematic Biosafety Evaluation of DNA Language Models under Jailbreak Attacks
- ICLR 2026The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas
- ICLR 2026The Lie of the Average: How Class Incremental Learning Evaluation Deceives You?
- ICLR 2026Theory-Grounded Evaluation of Human-Like Fallacy Patterns in LLM Reasoning
- ICLR 2026Unpacking Human Preference for LLMs: Demographically Aware Evaluation with the HUMAINE Framework
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查人工评测在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "human-evaluation"}
常见问题
- 2023–2026 年四大会议一共有多少篇人工评测论文？
- 共 271 篇，按年份分别是 2023 年 33 篇、2024 年 70 篇、2025 年 60 篇、2026 年 108 篇。
- NeurIPS 2026 有多少篇人工评测论文？
- NeurIPS 2026 有 39 篇人工评测论文，上一届是 17 篇。
- ICLR 2026 有多少篇人工评测论文？
- ICLR 2026 有 29 篇人工评测论文，上一届是 16 篇。
- ICML 2026 有多少篇人工评测论文？
- ICML 2026 有 21 篇人工评测论文，上一届是 14 篇。
- CVPR 2026 有多少篇人工评测论文？
- CVPR 2026 有 19 篇人工评测论文，上一届是 13 篇。
- 哪个会议的人工评测论文最多？
- NeurIPS，2023–2026 年共 90 篇。