Awesome Foundation Model Leaderboard

Awesome Foundation Model Leaderboard is a curated list of awesome foundation model leaderboards (for an explanation of what a leaderboard is, please refer to this post), along with various development tools and evaluation organizations according to our survey:

On the Workflows and Smells of Leaderboard Operations (LBOps):
An Exploratory Study of Foundation Model Leaderboards

Zhimin (Jimmy) Zhao, Abdul Ali Bangash, Filipe Roseiro Côgo, Bram Adams, Ahmed E. Hassan

Software Analysis and Intelligence Lab (SAIL)

If you find this repository useful, please consider giving us a star ⭐ and citation:

@article{zhao2024workflows,
  title={On the Workflows and Smells of Leaderboard Operations (LBOps): An Exploratory Study of Foundation Model Leaderboards},
  author={Zhao, Zhimin and Bangash, Abdul Ali and C{\^o}go, Filipe Roseiro and Adams, Bram and Hassan, Ahmed E},
  journal={arXiv preprint arXiv:2407.04065},
  year={2024}
}

Additionally, we provide a search toolkit that helps you quickly navigate through the leaderboards.

If you want to contribute to this list (please do), welcome to propose a pull request.

If you have any suggestions, critiques, or questions regarding this list, welcome to raise an issue.

Also, a leaderboard should be included if only:

• It is actively maintained.
• It is related to foundation models.

Table of Contents

• Tools
• Organizations
• Evaluations
  • Model-oriented
    • Comprehensive
    • Text
    • Image
    • Code
    • Math
    • Video
    • Agent
    • Audio
    • 3D
  • Solution-oriented
  • Data-oriented
  • Metric-oriented
  • Meta Leaderboard

Tools

Name	Description
gradio_leaderboard	gradio_leaderboard helps users build fully functional and performant leaderboard demos with gradio.
Demo leaderboard	Demo leaderboard helps users easily deploy their leaderboards with a standardized template.
Leaderboard Explorer	Leaderboard Explorer helps users navigate the diverse range of leaderboards available on Hugging Face Spaces.
open_llm_leaderboard	open_llm_leaderboard helps users access Open LLM Leaderboard data easily.
open-llm-leaderboard-renamer	open-llm-leaderboard-renamer helps users rename their models in Open LLM Leaderboard easily.
Open LLM Leaderboard Results PR Opener	Open LLM Leaderboard Results PR Opener helps users showcase Open LLM Leaderboard results in their model cards.
Open LLM Leaderboard Scraper	Open LLM Leaderboard Scraper helps users scrape and export data from Open LLM Leaderboard.

Organizations

Name	Description
Allen Institute for AI	Allen Institute for AI is a non-profit research institute with the mission of conducting high-impact AI research and engineering in service of the common good.
Papers With Code	Papers With Code is a community-driven platform for learning about state-of-the-art research papers on machine learning.

Evaluations

Model-oriented

Comprehensive

Name	Description
CompassRank	CompassRank is a platform to offer a comprehensive, objective, and neutral evaluation reference of foundation mdoels for the industry and research.
FlagEval	FlagEval is a comprehensive platform for evaluating foundation models.
GenAI-Arena	GenAI-Arena hosts the visual generation arena, where various vision models compete based on their performance in image generation, image edition, and video generation.
Holistic Evaluation of Language Models	Holistic Evaluation of Language Models (HELM) is a reproducible and transparent framework for evaluating foundation models.
nuScenes	nuScenes enables researchers to study challenging urban driving situations using the full sensor suite of a real self-driving car.
SuperCLUE	SuperCLUE is a series of benchmarks for evaluating Chinese foundation models.

Text

Name	Description
ACLUE	ACLUE is an evaluation benchmark for ancient Chinese language comprehension.
AIR-Bench	AIR-Bench is a benchmark to evaluate heterogeneous information retrieval capabilities of language models.
AlignBench	AlignBench is a multi-dimensional benchmark for evaluating LLMs' alignment in Chinese.
AlpacaEval	AlpacaEval is an automatic evaluator designed for instruction-following LLMs.
ANGO	ANGO is a generation-oriented Chinese language model evaluation benchmark.
Arabic Tokenizers Leaderboard	Arabic Tokenizers Leaderboard compares the efficiency of LLMs in parsing Arabic in its different dialects and forms.
Arena-Hard-Auto	Arena-Hard-Auto is a benchmark for instruction-tuned LLMs.
Auto-Arena	Auto-Arena is a benchmark in which various language model agents engage in peer-battles to evaluate their performance.
BeHonest	BeHonest is a benchmark to evaluate honesty - awareness of knowledge boundaries (self-knowledge), avoidance of deceit (non-deceptiveness), and consistency in responses (consistency) - in LLMs.
BenBench	BenBench is a benchmark to evaluate the extent to which LLMs conduct verbatim training on the training set of a benchmark over the test set to enhance capabilities.
BiGGen-Bench	BiGGen-Bench is a comprehensive benchmark to evaluate LLMs across a wide variety of tasks.
Biomedical Knowledge Probing Leaderboard	Biomedical Knowledge Probing Leaderboard aims to track, rank, and evaluate biomedical factual knowledge probing results in LLMs.
BotChat	BotChat assesses the multi-round chatting capabilities of LLMs through a proxy task, evaluating whether two ChatBot instances can engage in smooth and fluent conversation with each other.
C-Eval	C-Eval is a Chinese evaluation suite for LLMs.
C-Eval Hard	C-Eval Hard is a more challenging version of C-Eval, which involves complex LaTeX equations and requires non-trivial reasoning abilities to solve.
Capability leaderboard	Capability leaderboard is a platform to evaluate long context understanding capabilties of LLMs.
Chain-of-Thought Hub	Chain-of-Thought Hub is a benchmark to evaluate the reasoning capabilities of LLMs.
ChineseFactEval	ChineseFactEval is a factuality benchmark for Chinese LLMs.
CLEM	CLEM is a framework designed for the systematic evaluation of chat-optimized LLMs as conversational agents.
CLiB	CLiB is a benchmark to evaluate Chinese LLMs.
CMMLU	CMMLU is a Chinese benchmark to evaluate LLMs' knowledge and reasoning capabilities.
CMB	CMB is a multi-level medical benchmark in Chinese.
CMMLU	CMMLU is a benchmark to evaluate the performance of LLMs in various subjects within the Chinese cultural context.
CMMMU	CMMMU is a benchmark to test the capabilities of multimodal models in understanding and reasoning across multiple disciplines in the Chinese context.
CompMix	CompMix is a benchmark for heterogeneous question answering.
Compression Leaderboard	Compression Leaderboard is a platform to evaluate the compression performance of LLMs.
CoTaEval	CoTaEval is a benchmark to evaluate the feasibility and side effects of copyright takedown methods for LLMs.
ConvRe	ConvRe is a benchmark to evaluate LLMs' ability to comprehend converse relations.
CriticBench	CriticBench is a benchmark to evaluate LLMs' ability to make critique responses.
CRM LLM Leaderboard	CRM LLM Leaderboard is a platform to evaluate the efficacy of LLMs for business applications.
DecodingTrust	DecodingTrust is an assessment platform to evaluate the trustworthiness of LLMs.
Domain LLM Leaderboard	Domain LLM Leaderboard is a platform to evaluate the popularity of domain-specific LLMs.
DyVal	DyVal is a dynamic evaluation protocol for LLMs.
Enterprise Scenarios leaderboard	Enterprise Scenarios Leaderboard aims to assess the performance of LLMs on real-world enterprise use cases.
EQ-Bench	EQ-Bench is a benchmark to evaluate aspects of emotional intelligence in LLMs.
Factuality Leaderboard	Factuality Leaderboard compares the factual capabilities of LLMs.
FuseReviews	FuseReviews aims to advance grounded text generation tasks, including long-form question-answering and summarization.
FELM	FELM is a meta benchmark to evaluate factuality evaluation benchmark for LLMs.
GAIA	GAIA aims to test fundamental abilities that an AI assistant should possess.
GPT-Fathom	GPT-Fathom is an LLM evaluation suite, benchmarking 10+ leading LLMs as well as OpenAI's legacy models on 20+ curated benchmarks across 7 capability categories, all under aligned settings.
Guerra LLM AI Leaderboard	Guerra LLM AI Leaderboard compares and ranks the performance of LLMs across quality, price, performance, context window, and others.
Hallucinations Leaderboard	Hallucinations Leaderboard aims to track, rank and evaluate hallucinations in LLMs.
HalluQA	HalluQA is a benchmark to evaluate the phenomenon of hallucinations in Chinese LLMs.
HellaSwag	HellaSwag is a benchmark to evaluate common-sense reasoning in LLMs.
HHEM Leaderboard	HHEM Leaderboard evaluates how often a language model introduces hallucinations when summarizing a document.
IFEval	IFEval is a benchmark to evaluate LLMs' instruction following capabilities with verifiable instructions.
Indic LLM Leaderboard	Indic LLM Leaderboard is a benchmark to track progress and rank the performance of Indic LLMs.
InstructEval	InstructEval is an evaluation suite to assess instruction selection methods in the context of LLMs.
Japanese Chatbot Arena	Japanese Chatbot Arena hosts the chatbot arena, where various LLMs compete based on their performance in Japanese.
JustEval	JustEval is a powerful tool designed for fine-grained evaluation of LLMs.
Ko Chatbot Arena	Ko Chatbot Arena hosts the chatbot arena, where various LLMs compete based on their performance in Korean.
KoLA	KoLA is a benchmark to evaluate the world knowledge of LLMs.
L-Eval	L-Eval is a Long Context Language Model (LCLM) evaluation benchmark to evaluate the performance of handling extensive context.
Language Model Council	Language Model Council (LMC) is a benchmark to evaluate tasks that are highly subjective and often lack majoritarian human agreement.
LawBench	LawBench is a benchmark to evaluate the legal capabilities of LLMs.
LogicKor	LogicKor is a benchmark to evaluate the multidisciplinary thinking capabilities of Korean LLMs.
Long In-context Learning Leaderboard	Long In-context Learning Leaderboard is a platform to evaluate long in-context learning evaluations for LLMs.
LAiW	LAiW is a benchmark to evaluate Chinese legal language understanding and reasoning.
LLM Benchmarker Suite	LLM Benchmarker Suite is a benchmark to evaluate the comprehensive capabilities of LLMs.
LLM Leaderboard	LLM Leaderboard is a platform to evaluate LLMs in the Chinese context.
LLM Leaderboard (en)	LLM Leaderboard (en) is a platform to evaluate LLMs in the English context.
LLM Safety Leaderboard	LLM Safety Leaderboard aims to provide a unified evaluation for language model safety.
LLM-Leaderboard	LLM-Leaderboard is a joint community effort to create one central leaderboard for LLMs.
LLM-Perf Leaderboard	LLM-Perf Leaderboard aims to benchmark the performance of LLMs with different hardware, backends, and optimizations.
LLMs Disease Risk Prediction Leaderboard	LLMs Disease Risk Prediction Leaderboard is a platform to evaluate LLMs on disease risk prediction.
LLMEval	LLMEval is a benchmark to evaluate the quality of open-domain conversations with LLMs.
LLMHallucination Leaderboard	Hallucinations Leaderboard evaluates LLMs based on an array of hallucination-related benchmarks.
LLMPerf	LLMPerf is a tool to evaluate the performance of LLMs using both load and correctness tests.
LMSYS Chatbot Arena Leaderboard	LMSYS Chatbot Arena Leaderboard hosts the chatbot arena, where various LLMs compete based on their performance in English.
LongBench	LongBench is a benchmark for assessing the long context understanding capabilities of LLMs.
LucyEval	LucyEval offers a thorough assessment of LLMs' performance in various Chinese contexts.
M3KE	M3KE is a massive multi-level multi-subject knowledge evaluation benchmark to measure the knowledge acquired by Chinese LLMs.
MINT	MINT is a benchmark to evaluate LLMs' ability to solve tasks with multi-turn interactions by using tools and leveraging natural language feedback.
MedBench	MedBench is a benchmark to evaluate the mastery of knowledge and reasoning abilities in medical LLMs.
Meta Open LLM leaderboard	The Meta Open LLM leaderboard serves as a central hub for consolidating data from various open LLM leaderboards into a single, user-friendly visualization page.
Mistral ChatBot Arena	Mistral ChatBot Arena hosts the chatbot arena, where various LLMs compete based on their performance in chatting.
MixEval	MixEval is a benchmark to evaluate LLMs via by strategically mixing off-the-shelf benchmarks.
ML.ENERGY Leaderboard	ML.ENERGY Leaderboard evaluates the energy consumption of LLMs.
MMLU	MMLU is a benchmark to evaluate the performance of LLMs across a wide array of natural language understanding tasks.
MMLU-by-task Leaderboard	MMLU-by-task Leaderboard provides a platform for evaluating and comparing various ML models across different language understanding tasks.
MMLU-Pro	MMLU-Pro is a more challenging version of MMLU to evaluate the reasoning capabilities of LLMs.
ModelScope LLM Leaderboard	ModelScope LLM Leaderboard is a platform to evaluate LLMs objectively and comprehensively.
MSTEB	MSTEB is a benchmark for measuring the performance of text embedding models in Spanish.
MTEB	MTEB is a massive benchmark for measuring the performance of text embedding models on diverse embedding tasks across 112 languages.
MY Malay LLM Leaderboard	MY Malay LLM Leaderboard aims to track, rank, and evaluate open LLMs on Malay tasks.
MY Malaysian Embedding Leaderboard	MY Malaysian Embedding Leaderboard measures and ranks the performance of text embedding models on diverse embedding tasks in Malay.
NoCha	NoCha is a benchmark to evaluate how well long-context language models can verify claims written about fictional books.
NPHardEval	NPHardEval is a benchmark to evaluate the reasoning abilities of LLMs through the lens of computational complexity classes.
Occiglot Euro LLM Leaderboard	Occiglot Euro LLM Leaderboard compares LLMs in terms of four main languages from the Okapi benchmark and Belebele (French, Italian, German, Spanish and Dutch).
OlympicArena	OlympicArena is a benchmark to evaluate the advanced capabilities of LLMs across a broad spectrum of Olympic-level challenges.
oobabooga	Oobabooga is a benchmark to perform repeatable performance tests of LLMs with the oobabooga web UI.
Open-LLM-Leaderboard	Open-LLM-Leaderboard evaluates LLMs in terms of language understanding and reasoning by transitioning from multiple-choice questions (MCQs) to open-style questions.
Open-source Model Fine-Tuning Leaderboard	Open-source Model Fine-Tuning Leaderboard is a platform to rank and showcase models that have been fine-tuned using open-source datasets or frameworks.
OpenEval	OpenEval is a multidimensional and open evaluation system to assess Chinese LLMs.
OpenLLM Turkish leaderboard	OpenLLM Turkish leaderboard tracks progress and ranks the performance of LLMs in Turkish.
Open Arabic LLM Leaderboard	Open Arabic LLM Leaderboard tracks progress and ranks the performance of LLMs in Arabic.
Open Dutch LLM Evaluation Leaderboard	Open Dutch LLM Evaluation Leaderboard tracks progress and ranks the performance of LLMs in Dutch.
Open ITA LLM Leaderboard	Open ITA LLM Leaderboard tracks progress and ranks the performance of LLMs in Italian.
Open Ko-LLM Leaderboard	Open Ko-LLM Leaderboard tracks progress and ranks the performance of LLMs in Korean.
Open LLM Leaderboard	Open LLM Leaderboard tracks progress and ranks the performance of LLMs in English.
Open Medical-LLM Leaderboard	Open Medical-LLM Leaderboard aims to track, rank, and evaluate open LLMs in the medical domain.
Open MLLM Leaderboard	Open MLLM Leaderboard aims to track, rank and evaluate LLMs and chatbots.
Open MOE LLM Leaderboard	OPEN MOE LLM Leaderboard assesses the performance and efficiency of various Mixture of Experts (MoE) LLMs.
Open Multilingual LLM Evaluation Leaderboard	Open Multilingual LLM Evaluation Leaderboard tracks progress and ranks the performance of LLMs in multiple languages.
Open PL LLM Leaderboard	Open PL LLM Leaderboard is a platform for assessing the performance of various LLMs in Polish.
Open PT LLM Leaderboard	Open PT LLM Leaderboard tracks progress and ranks the performance of LLMs in Portuguese.
OR-Bench	OR-Bench is a benchmark to evaluate the over-refusal of enhanced safety in LLMs.
Powered-by-Intel LLM Leaderboard	Powered-by-Intel LLM Leaderboard evaluates, scores, and ranks LLMs that have been pre-trained or fine-tuned on Intel Hardware.
PubMedQA	PubMedQA is a benchmark to evaluate biomedical research question answering.
PromptBench	PromptBench is a benchmark to evaluate the robustness of LLMs on adversarial prompts.
QuALITY	QuALITY is a benchmark for evaluating multiple-choice question-answering with a long context.
RABBITS	RABBITS is a benchmark to evaluate the robustness of LLMs by evaluating their handling of synonyms, specifically brand and generic drug names.
Red Teaming Resistance Benchmark	Red Teaming Resistance Benchmark is a benchmark to evaluate the robustness of LLMs against red teaming prompts.
Reviewer Arena	Reviewer Arena hosts the reviewer arena, where various LLMs compete based on their performance in critiquing academic papers.
Robust Reading Competition	Robust Reading refers to the research area on interpreting written communication in unconstrained settings.
RoleEval	RoleEval is a bilingual benchmark to evaluate the memorization, utilization, and reasoning capabilities of role knowledge of LLMs.
Safety Prompts	Safety Prompts is a benchmark to evaluate the safety of Chinese LLMs.
SafetyBench	SafetyBench is a benchmark to evaluate the safety of LLMs.
SALAD-Bench	SALAD-Bench is a benchmark for evaluating the safety and security of LLMs.
ScandEval	ScandEval is a benchmark to evaluate LLMs on tasks in Scandinavian languages as well as German, Dutch, and English.
SciKnowEval	SciKnowEval is a benchmark to evaluate LLMs based on their proficiency in studying extensively, enquiring earnestly, thinking profoundly, discerning clearly, and practicing assiduously.
SCROLLS	SCROLLS is a benchmark to evaluate the reasoning capabilities of LLMs over long texts.
SeaExam	SeaExam is a benchmark to evaluate LLMs for Southeast Asian (SEA) languages.
SEAL	SEAL is an expert-driven private evaluation platform for LLMs.
SeaEval	SeaEval is a benchmark to evaluate the performance of multilingual LLMs in understanding and reasoning with natural language, as well as comprehending cultural practices, nuances, and values.
Spec-Bench	Spec-Bench is a benchmark to evaluate speculative decoding methods across diverse scenarios.
SuperBench	SuperBench is a comprehensive evaluation system of tasks and dimensions to assess the overall capabilities of LLMs.
SuperGLUE	SuperGLUE is a benchmark to evaluate the performance of LLMs on a set of challenging language understanding tasks.
SuperLim	SuperLim is a benchmark to evaluate the language understanding capabilities of LLMs in Swedish.
Swahili LLM-Leaderboard	Swahili LLM-Leaderboard is a joint community effort to create one central leaderboard for LLMs.
T-Eval	T-Eval is a benchmark for evaluating the tool utilization capability of LLMs.
TAT-DQA	TAT-DQA is a benchmark to evaluate LLMs on the discrete reasoning over documents that combine both structured and unstructured information.
TAT-QA	TAT-QA is a benchmark to evaluate LLMs on the discrete reasoning over documents that combines both tabular and textual content.
The Pile	The Pile is a benchmark to evaluate the world knowledge and reasoning ability of LLMs.
TOFU Leaderboard	TOFU Leaderboard is a benchmark to evaluate the unlearning performance of LLMs in realistic scenarios.
Science Leaderboard	Science Leaderboard is a platform to evaluate LLMs' capabilities to solve science problems.
Toloka LLM Leaderboard	Toloka LLM Leaderboard is a benchmark to evaluate LLMs based on authentic user prompts and expert human evaluation.
Toolbench	ToolBench is a platform for training, serving, and evaluating LLMs specifically for tool learning.
Toxicity Leaderboard	Toxicity Leaderboard evaluates the toxicity of LLMs.
Trustbit LLM Leaderboards	Trustbit LLM Leaderboards is a platform that provides benchmarks for building and shipping products with LLMs.
TrustLLM	TrustLLM is a benchmark to evaluate the trustworthiness of LLMs.
UGI Leaderboard	UGI Leaderboard measures and compares the uncensored and controversial information known by LLMs.
ViDoRe	ViDoRe is a benchmark to evaluate retrieval models on their capacity to match queries to relevant documents at the page level.
VLLMs Leaderboard	VLLMs Leaderboard aims to track, rank and evaluate open LLMs and chatbots.
Xiezhi	Xiezhi is a benchmark for holistic domain knowledge evaluation of LLMs.
Yet Another LLM Leaderboard	Yet Another LLM Leaderboard is a platform for tracking, ranking, and evaluating open LLMs and chatbots.

Image

Name	Description
AesBench	AesBench is a benchmark to evaluate multimodal LLMs (MLLM) on image aesthetics perception.
BLINK	BLINK is a benchmark to evaluate the core visual perception abilities of MLLMs.
CCBench	CCBench is a benchmark to evaluate the multi-modal capabilities of MLLMs specifically related to Chinese culture.
CharXiv	CharXiv is a benchmark to evaluate chart understanding capabilities of MLLMs.
ChEF	ChEF is a benchmark to evaluate MLLMs across various visual reasoning tasks.
ConTextual	ConTextual is a benchmark to evaluate MLLMs across context-sensitive text-rich visual reasoning tasks.
CORE-MM	CORE-MM is a benchmark to evaluate the open-ended visual question-answering (VQA) capabilities of MLLMs.
DreamBench++	DreamBench++ is a human-aligned benchmark automated by multimodal models for personalized image generation.
EgoPlan-Bench	EgoPlan-Bench is a benchmark to evaluate planning abilities of MLLMs in real-world, egocentric scenarios.
GlitchBench	GlitchBench is a benchmark to evaluate the reasoning capabilities of MLLMs in the context of detecting video game glitches.
HallusionBench	HallusionBench is a benchmark to evaluate the image-context reasoning capabilities of MLLMs.
InfiMM-Eval	InfiMM-Eval is a benchmark to evaluate the open-ended VQA capabilities of MLLMs.
LRVS-Fashion	LRVS-Fashion is a benchmark to evaluate LLMs regarding image similarity search in fashion.
LVLM Leaderboard	LVLM Leaderboard is a platform to evaluate the visual reasoning capabilities of MLLMs.
M3CoT	M3CoT is a benchmark for multi-domain multi-step multi-modal chain-of-thought of MLLMs.
Mementos	Mementos is a benchmark to evaluate the reasoning capabilities of MLLMs over image sequences.
MJ-Bench	MJ-Bench is a benchmark to evaluate multimodal judges in providing feedback for image generation models across four key perspectives: alignment, safety, image quality, and bias.
MLLM-Bench	MLLM-Bench is a benchmark to evaluate the visual reasoning capabilities of MLVMs.
MMBench	MMBench is a benchmark to evaluate the visual reasoning capabilities of MLLMs.
MME	MME is a benchmark to evaluate the visual reasoning capabilities of MLLMs.
MMMU	MMMU is a benchmark to evaluate the performance of multimodal models on tasks that demand college-level subject knowledge and expert-level reasoning across various disciplines.
MMStar	MMStar is a benchmark to evaluate the multi-modal capacities of MLLMs.
MMT-Bench	MMT-Bench is a benchmark to evaluate MLLMs across a wide array of multimodal tasks that require expert knowledge as well as deliberate visual recognition, localization, reasoning, and planning.
Multimodal Hallucination Leaderboard	Multimodal Hallucination Leaderboard compares MLLMs based on hallucination levels in various tasks.
MULTI	MULTI is a benchmark to evaluate MLLMs on understanding complex tables and images, and reasoning with long context.
MultiTrust	MultiTrust is a benchmark to evaluate the trustworthiness of MLLMs across five primary aspects: truthfulness, safety, robustness, fairness, and privacy.
NPHardEval4V	NPHardEval4V is a benchmark to evaluate the reasoning abilities of MLLMs through the lens of computational complexity classes.
OCRBench	OCRBench is a benchmark to evaluate the OCR capabilities of multimodal models.
Open CoT Leaderboard	Open CoT Leaderboard tracks LLMs' abilities to generate effective chain-of-thought reasoning traces.
Open Parti Prompts Leaderboard	Open Parti Prompts Leaderboard compares text-to-image models to each other according to human preferences.
PCA-Bench	PCA-Bench is a benchmark to evaluate the embodied decision-making capabilities of multimodal models.
Q-Bench	Q-Bench is a benchmark to evaluate the visual reasoning capabilities of MLLMs.
RewardBench	RewardBench is a benchmark to evaluate the capabilities and safety of reward models.
ScienceQA	ScienceQA is a benchmark to evaluate the multi-hop reasoning ability and interpretability of AI systems in the context of science question answering.
SciGraphQA	SciGraphQA is a benchmark to evaluate the MLLMs in scientific graph question-answering.
SEED-Bench	SEED-Bench is a benchmark to evaluate the text and image generation of multimodal models.
UnlearnCanvas	UnlearnCanvas is a stylized image benchmark to evaluate machine unlearning for diffusion models.
UnlearnDiffAtk	UnlearnDiffAtk is a benchmark to evaluate the robustness of safety-driven unlearned diffusion models (DMs) (i.e., DMs after unlearning undesirable concepts, styles, or objects) across a variety of tasks.
URIAL Bench	URIAL Bench is a benchmark to evaluate the capacity of language models for alignment without introducing the factors of fine-tuning (learning rate, data, etc.), which are hard to control for fair comparisons.
UPD Leaderboard	UPD Leaderboard is a platform to evaluate the trustworthiness of MLLMs in unsolvable problem detection.
Vibe-Eval	Vibe-Eval is a benchmark to evaluate MLLMs for challenging cases.
VideoHallucer	VideoHallucer is a benchmark to detect hallucinations in MLLMs.
VisIT-Bench	VisIT-Bench is a benchmark to evaluate the instruction-following capabilities of MLLMs for real-world use.
WHOOPS!	WHOOPS! is a benchmark to evaluate the visual commonsense reasoning abilities of MLLMs.
WildBench	WildBench is a benchmark for evaluating language models on challenging tasks that closely resemble real-world applications.
WildVision Arena Leaderboard	WildVision Arena Leaderboard hosts the chatbot arena, where various MLLMs compete based on their performance in visual understanding.

Code

Name	Description
Aider LLM Leaderboards	Aider LLM Leaderboards evaluate LLM's ability to follow system prompts to edit code.
Berkeley Function Calling Leaderboard	Berkeley Function Calling Leaderboard evaluates the ability of LLMs to call functions (also known as tools) accurately.
BigCodeBench	BigCodeBench is a benchmark for code generation with practical and challenging programming tasks.
Big Code Models Leaderboard	Big Code Models Leaderboard to assess the performance of LLMs on code-related tasks.
BIRD	BIRD is a benchmark to evaluate the performance of text-to-SQL parsing systems.
CanAiCode Leaderboard	CanAiCode Leaderboard is a platform to assess the code generation capabilities of LLMs.
ClassEval	ClassEval is a benchmark to evaluate LLMs on class-level code generation.
Code Lingua	Code Lingua is a benchmark to compare the ability of code models to understand what the code implements in source languages and translate the same semantics in target languages.
Coding LLMs Leaderboard	Coding LLMs Leaderboard is a platform to evaluate and rank LLMs across various programming tasks.
CRUXEval	CRUXEval is a benchmark to evaluate code reasoning, understanding, and execution capabilities of LLMs.
CyberSafetyEval	CYBERSECEVAL is a benchmark to evaluate the cybersecurity of LLMs as coding assistants.
DevOps-Eval	DevOps-Eval is a benchmark to evaluate code models in the DevOps/AIOps field.
DS-1000	DS-1000 is a meta benchmark to evaluate code generation models in data science tasks.
EffiBench	EffiBench is a benchmark to evaluate the efficiency of LLMs in code generation.
EvalPlus	EvalPlus is a benchmark to evaluate the code generation performance of LLMs.
EvoCodeBench	EvoCodeBench is an evolutionary code generation benchmark aligned with real-world code repositories.
EvoEval	EvoEval is a benchmark to evaluate the coding abilities of LLMs, created by evolving existing benchmarks into different targeted domains.
BigCodeBench	BigCodeBench is a benchmark for code generation with practical and challenging programming tasks.
InfiBench	InfiBench is a benchmark to evaluate code models on answering freeform real-world code-related questions.
InterCode	InterCode is a benchmark to standardize and evaluate interactive coding with execution feedback.
LiveCodeBench	LiveCodeBench is a benchmark to evaluate code models across code-related scenarios over time.
Long Code Arena	Long Code Arena is a suite of benchmarks for code-related tasks with large contexts, up to a whole code repository.
NaturalCodeBench	NaturalCodeBench is a benchmark to mirror the complexity and variety of scenarios in real coding tasks.
Nexus Function Calling Leaderboard	Nexus Function Calling Leaderboard is a platform to evaluate code models on performing function calling and API usage.
Program Synthesis Models Leaderboard	Program Synthesis Models Leaderboard provides a ranking and comparison of open-source code models based on their performance.
RepoQA	RepoQA is a benchmark to evaluate the long-context code understanding ability of LLMs.
Spider	Spider is a benchmark to evaluate the performance of natural language interfaces for cross-domain databases.
StableToolBench	StableToolBench is a benchmark to evaluate tool learning that aims to provide a well-balanced combination of stability and reality.
SWE-bench	SWE-bench is a benchmark for evaluating LLMs on real-world software issues collected from GitHub.

Math

Name	Description
MathBench	MathBench is a multi-level difficulty mathematics evaluation benchmark for LLMs.
MathEval	MathEval is a benchmark to evaluate the mathematical capabilities of LLMs.
MathVerse	MathVerse is a benchmark to evaluate vision-language models in interpreting and reasoning with visual information in mathematical problems.
MathVista	MathVista is a benchmark to evaluate mathematical reasoning in visual contexts.
Open Multilingual Reasoning Leaderboard	Open Multilingual Reasoning Leaderboard tracks and ranks the reasoning performance of LLMs on multilingual mathematical reasoning benchmarks.
SciBench	SciBench is a benchmark to evaluate the reasoning capabilities of LLMs for solving complex scientific problems.
TabMWP	TabMWP is a benchmark to evaluate LLMs in mathematical reasoning tasks that involve both textual and tabular data.
We-Math	We-Math is a benchmark to evaluate the human-like mathematical reasoning capabilities of LLMs with problem-solving principles beyond the end-to-end performance.

Video

Name	Description
AutoEval-Video	AutoEval-Video is a benchmark to evaluate the capabilities of video models in the context of open-ended video question answering.
LongVideoBench	LongVideoBench is a benchmark to evaluate the capabilities of video models in answering referred reasoning questions, which are dependent on long frame inputs and cannot be well-addressed by a single frame or a few sparse frames.
MLVU	MLVU is a benchmark to evaluate video models in multi-task long video understanding.
MVBench	MVBench is a benchmark to evaluate the temporal understanding capabilities of video models in dynamic video tasks.
VBench	VBench is a benchmark to evaluate video generation capabilities of video models.
Video-Bench	Video-Bench is a benchmark to evaluate the video-exclusive understanding, prior knowledge incorporation, and video-based decision-making abilities of video models.
Video-MME	Video-MME is a benchmark to evaluate the video analysis capabilities of video models.
VNBench	VNBench is a benchmark to evaluate the fine-grained understanding and spatio-temporal modeling capabilities of video models.

Agent

Name	Description
Agent CTF Leaderboard	Agent CTF Leaderboard is a platform to evaluate the performance of LLM-driven agents in the field of cybersecurity, particularly CTF (capture the flag) competition issues.
AgentBench	AgentBench is the benchmark to evaluate language model-as-Agent across a diverse spectrum of different environments.
AgentStudio	AgentStudio is an integrated solution featuring in-depth benchmark suites, realistic environments, and comprehensive toolkits.
LLM Colosseum Leaderboard	LLM Colosseum Leaderboard is a platform to evaluate LLMs by fighting in Street Fighter 3.
TravelPlanner	TravelPlanner is a benchmark to evaluate LLM agents in tool use and complex planning within multiple constraints.
VisualWebArena	VisualWebArena is a benchmark to evaluate the performance of multimodal web agents on realistic visually grounded tasks.
WebArena	WebArena is a standalone, self-hostable web environment to evaluate autonomous agents.

Audio

Name	Description
MY Malaysian Speech-to-Text Leaderboard	MY Malaysian Speech-to-Text (STT) Leaderboard aims to track, rank and evaluate Malaysian STT models.
Open ASR Leaderboard	Open ASR Leaderboard provides a platform for tracking, ranking, and evaluating Automatic Speech Recognition (ASR) models.
TTS Arena	TTS-Arena hosts the Text To Speech (TTS) arena, where various TTS models compete based on their performance in generating speech.

3D

Name	Description
3D Arena	3D Arena hosts 3D generation arena, where various 3D generative models compete based on their performance in generating 3D models.
3D-POPE	3D-POPE is a benchmark to evaluate object hallucination in 3D generative models.
3DGen-Arena	3DGen-Arena hosts the 3D generation arena, where various 3D generative models compete based on their performance in generating 3D models.
BOP	BOP is a benchmark for 6D pose estimation of a rigid object from a single RGB-D input image.
GPTEval3D Leaderboard	GPTEval3D Leaderboard check how MLLMs understand 3D content via multi-view images as input.

Solution-oriented

Name	Description
Artificial Analysis	Artificial Analysis is a platform to help users make informed decisions on AI model selection and hosting providers.
Papers Leaderboard	Papers Leaderboard is a platform to evaluate the popularity of machine learning papers.
Provider Leaderboard	LLM API Providers Leaderboard is a platform to compare API provider performance for over LLM endpoints across performance key metrics.

Data-oriented

Name	Description
DataComp - CLIP	DataComp - CLIP is a benchmark to evaluate the performance of various image/text pairs when used with a fixed model architecture.
DataComp - LM	DataComp - CLIP is a benchmark to evaluate the performance of various text datasets when used with a fixed model architecture.

Metric-oriented

Name	Description
AlignScore	AlignScore evaluates the performance of different metrics in assessing factual consistency.

Meta Leaderboard

Name	Description
Open Leaderboards Leaderboard	Open Leaderboards Leaderboard is a meta-leaderboard that leverages human preferences to compare machine learning leaderboards.