mlsanityData to 7 Oct 2026

UltraEval: A Lightweight Platform for Flexible and Comprehensive Evaluation for LLMs

arXiv 2404.07584 ↗First posted 11 Apr 2024cs.CLcited by 24

Not on the map. Why?

Abstract (arXiv)

Evaluation is pivotal for refining Large Language Models (LLMs), pinpointing their capabilities, and guiding enhancements. The rapid development of LLMs calls for a lightweight and easy-to-use framework for swift evaluation deployment. However, considering various implementation details, developing a comprehensive evaluation platform is never easy. Existing platforms are often complex and poorly modularized, hindering seamless incorporation into research workflows. This paper introduces UltraEval, a user-friendly evaluation framework characterized by its lightweight nature, comprehensiveness, modularity, and efficiency. We identify and reimplement three core components of model evaluation (models, data, and metrics). The resulting composability allows for the free combination of different models, tasks, prompts, benchmarks, and metrics within a unified evaluation workflow. Additionally, UltraEval supports diverse models owing to a unified HTTP service and provides sufficient inference acceleration. UltraEval is now available for researchers publicly.

Key facts. Cited by 24 papers in the map (data through 7 Oct 2026). Builds on 21 of its 36 references that are in the map. First posted on arXiv 11 Apr 2024.

Builds on

21 of 36 references.

References · 21

  1. 2023GPT-4 Technical Reportcited by 18,132
  2. 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 12,865
  3. 2021Training Verifiers to Solve Math Word Problemscited by 9,743
  4. 2023Judging LLM-as-a-Judge with MT-Bench and Chatbot Arenacited by 8,393
  5. 2021Evaluating Large Language Models Trained on Codecited by 8,053
  6. 2020Measuring Massive Multitask Language Understandingcited by 7,768
  7. 2023Efficient Memory Management for Large Language Model Serving with PagedAttentioncited by 5,767
  8. 2018Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challengecited by 4,710
  9. 2019HellaSwag: Can a Machine Really Finish Your Sentence?cited by 4,018
  10. 2021On the Opportunities and Risks of Foundation Modelscited by 3,961
  11. 2021Program Synthesis with Large Language Modelscited by 3,509
  12. 2023Mistral 7Bcited by 3,065
9 more
  1. 2023Sparks of Artificial General Intelligence: Early experiments with GPT-4cited by 2,579
  2. 2022Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Themcited by 1,767
  3. 2024OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problemscited by 1,099
  4. 2024MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategiescited by 694
  5. 2023A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPTcited by 612
  6. 2023PromptRobust: Towards Evaluating the Robustness of Large Language Models on Adversarial Promptscited by 218
  7. 2023XuanYuan 2.0: A Large Chinese Financial Chat Model with Hundreds of Billions Parameterscited by 92
  8. 2023Can GPT-3 Perform Statutory Reasoning?cited by 71
  9. 2023LatestEval: Addressing Data Contamination in Language Model Evaluation through Dynamic and Time-Sensitive Test Constructioncited by 57

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 7; 2025: 12; 2026: 5.

24 papers.

Sort:

By area:

  1. 2025xVerify: Efficient Answer Verifier for Reasoning Model Evaluationscited by 53
  2. 2024Beyond the Turn-Based Game: Enabling Real-Time Conversations with Duplex Modelscited by 26
  3. 2024Do These LLM Benchmarks Agree? Fixing Benchmark Evaluation with BenchBenchcited by 25
  4. 2024xFinder: Large Language Models as Automated Evaluators for Reliable Evaluationcited by 18
  5. 2024A User-Centric Multi-Intent Benchmark for Evaluating Large Language Modelscited by 15
  6. 2025Scaling Physical Reasoning with the PHYSICS Datasetcited by 12
  7. 2025LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Informationcited by 8
  8. 2025Benchmarking Large Language Models on Multiple Tasks in Bioinformatics NLP with Promptingcited by 8
  9. 2024MALoRA: Mixture of Asymmetric Low-Rank Adaptation for Enhanced Multi-Task Learningcited by 7
  10. 2024Enabling Real-Time Conversations with Minimal Training Costscited by 6
  11. 2025Towards Efficient Multi-LLM Inference: Characterization and Analysis of LLM Routing and Hierarchical Techniquescited by 5
  12. 2025LOOM-Scope: a comprehensive and efficient LOng-cOntext Model evaluation frameworkcited by 5
12 more
  1. 2025Behavioral Fingerprinting of Large Language Modelscited by 5
  2. 2026UltraEval-Audio: A Unified Framework for Comprehensive Evaluation of Audio Foundation Modelscited by 5
  3. 2024Compound-QA: A Benchmark for Evaluating LLMs on Compound Questionscited by 4
  4. 2026Do We Need Distinct Representations for Every Speech Token? Unveiling and Exploiting Redundancy in Large Speech Language Modelscited by 4
  5. 2025CoCo-Bench: A Comprehensive Code Benchmark For Multi-task Large Language Model Evaluationcited by 1
  6. 2025Beyond Benchmarks: LLM Evaluation with an Anthropomorphic and Lifecycle-oriented Roadmapcited by 1
  7. 2025GlotEval: A Test Suite for Massively Multilingual Evaluation of Large Language Modelscited by 0
  8. 2025Integration of TinyML and LargeML: A Survey of 6G and Beyondcited by 0
  9. 2025Eka-Eval: An Evaluation Framework for Low-Resource Multilingual Large Language Modelscited by 0
  10. 2026DEP: A Decentralized Large Language Model Evaluation Protocolcited by 0
  11. 2026Putting HUMANS first: Efficient LAM Evaluation with Human Preference Alignmentcited by 0
  12. 2026SkillAtlas: An Attack Trace Library for Agent Skillscited by 0

Similar, not cited

Close in wording, no citation either way

  1. 2025RocketEval: Efficient Automated LLM Evaluation via Grading Checklist
  2. 2026One-Eval: An Agentic System for Automated and Traceable LLM Evaluation
  3. 2024Can Large Language Models be Trusted for Evaluation? Scalable Meta-Evaluation of LLMs as Evaluators via Agent Debate
  4. 2023S3Eval: A Synthetic, Scalable, Systematic Evaluation Suite for Large Language Models
  5. 2024Enhancing LLM Evaluations: The Garbling Trick
  6. 2024Autonomous Evaluation of LLMs for Truth Maintenance and Reasoning Tasks
  7. 2025STEM: Efficient Relative Capability Evaluation of LLMs through Structured Transition Samples
  8. 2026MILE-RefHumEval: A Reference-Free, Multi-Independent LLM Framework for Human-Aligned Evaluation