--- id: "/evaluation-benchmarks/beginner/page/2/" title: "Evaluation & benchmarks for beginner learners · page 2" url: "https://skillissue.dev/evaluation-benchmarks/beginner/page/2/" --- # Evaluation & benchmarks for beginner learners [Beginner](/evaluation-benchmarks/beginner/index.md) [Intermediate](/evaluation-benchmarks/intermediate/index.md) [Advanced](/evaluation-benchmarks/advanced/index.md) [Expert](/evaluation-benchmarks/expert/index.md) 420 resources · page 2 of 14 - ### [Artificial Analysis Image Arena](/evaluation/benchmarks-and-leaderboards/artificial-analysis-image-arena/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis Image Arena: blind-vote rankings of text-to-image and image editing models. entity leaderboard US/Australia (commercial) en - ### [Artificial Analysis Image Editing Leaderboard](/evaluation/benchmarks-and-leaderboards/artificial-analysis-image-editing-leaderboard/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis image editing leaderboard: blind-vote rankings of image editing models with speed and price. entity leaderboard US/Australia en - ### [Artificial Analysis large open-weight cohort](/evaluation/benchmarks-and-leaderboards/artificial-analysis-large-open-weight-cohort/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis listing of open-weight models above 150B parameters with intelligence, speed and price measurements. entity benchmark Australia / Global en - ### [Artificial Analysis LLM leaderboard](/evaluation/benchmarks-and-leaderboards/artificial-analysis-llm-leaderboard/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis LLM leaderboard comparing over 250 models on intelligence index, price, output speed and latency. entity leaderboard West en - ### [Artificial Analysis medium open-weight cohort](/evaluation/benchmarks-and-leaderboards/artificial-analysis-medium-open-weight-cohort/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis listing of open-weight models from 40B to 150B parameters with intelligence, speed and price measurements. entity benchmark Australia / Global en - ### [Artificial Analysis small open-weight cohort](/evaluation/benchmarks-and-leaderboards/artificial-analysis-small-open-weight-cohort/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis listing of open-weight models from 4B to 40B parameters with intelligence, speed and price measurements. entity benchmark Australia / Global en - ### [Artificial Analysis speech arena](/evaluation/benchmarks-and-leaderboards/artificial-analysis-speech-arena/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis Speech Arena: blind human votes between paired text-to-speech samples to rank voice models. entity leaderboard West en - ### [Artificial Analysis Text to Speech Leaderboard](/evaluation/benchmarks-and-leaderboards/artificial-analysis-speech-arena-tts/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis text-to-speech leaderboard: Elo rankings of speech models from blind pairwise votes. entity leaderboard US/Australia en - ### [Artificial Analysis Speech to Text Leaderboard](/evaluation/benchmarks-and-leaderboards/artificial-analysis-speech-to-text-aa-wer-v2/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis speech-to-text leaderboard ranking ASR models by word error rate, speed and price. entity benchmark US/Australia en - ### [Artificial Analysis text-to-image arena](/evaluation/benchmarks-and-leaderboards/artificial-analysis-text-to-image-arena/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis text-to-image arena where users vote between anonymous image outputs to rank models. entity leaderboard West en - ### [Artificial Analysis Text-to-Image Leaderboard](/evaluation/benchmarks-and-leaderboards/artificial-analysis-text-to-image-leaderboard/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis text-to-image leaderboard: blind-vote rankings of image models with generation speed and price. entity leaderboard US/Australia en - ### [Artificial Analysis tiny open-weight cohort](/evaluation/benchmarks-and-leaderboards/artificial-analysis-tiny-open-weight-cohort/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis listing of open-weight models with 4B parameters or fewer, with intelligence, speed and price measurements. entity benchmark Australia / Global en - ### [Artificial Analysis TTS leaderboard](/evaluation/benchmarks-and-leaderboards/artificial-analysis-tts-leaderboard/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis text-to-speech leaderboard comparing voice quality preference, speed and price of speech generation models. entity benchmark Australia / Global en - ### [Artificial Analysis video arena](/evaluation/benchmarks-and-leaderboards/artificial-analysis-video-arena/index.md) by [Artificial Analysis](https://artificialanalysis.ai/) Artificial Analysis Video Arena: blind-vote rankings of AI video generation models. entity leaderboard West en - ### [AssistantBench](/evaluation/benchmarks-and-leaderboards/assistantbench/index.md) by [assistantbench](https://github.com/assistantbench) AssistantBench project page: realistic, time-consuming web tasks for evaluating whether web agents can complete them. entity benchmark US / International en - ### [AudioBench](/evaluation/benchmarks-and-leaderboards/audiobench/index.md) by [AudioLLMs](https://github.com/AudioLLMs) AudioBench GitHub repo: benchmark toolkit for evaluating audio large language models across speech and audio tasks. entity repo Singapore / International en - ### [Audiobox Aesthetics](/evaluation/benchmarks-and-leaderboards/audiobox-aesthetics/index.md) by [Meta Research](https://opensource.fb.com) Meta audiobox-aesthetics GitHub repo: automatic quality assessment models for speech, music and sound. entity repo US en - ### [augment-swebench-agent](/evaluation/benchmarks-and-leaderboards/augment-swe-bench-agent/index.md) by [Augment Code](https://augmentcode.com/) Augment augment-swebench-agent GitHub repo: open implementation of Augment's SWE-bench Verified agent. entity repo US en - ### [awesome-japanese-llm](/evaluation/benchmarks-and-leaderboards/awesome-japanese-llm/index.md) by [llm-jp](https://llm-jp.nii.ac.jp/) LLM-jp awesome-japanese-llm page: overview of public Japanese LLMs and Japanese evaluation benchmarks. entity directory Japan ja - ### [BEHAVIOR](/evaluation/benchmarks-and-leaderboards/behavior/index.md) by [Stanford Vision and Learning Lab (BEHAVIOR)](https://behavior.stanford.edu/) BEHAVIOR project site from Stanford: a simulation benchmark of 1,000 everyday household activities for embodied AI agents. entity benchmark US / International en - ### [BEHAVIOR Challenge (BEHAVIOR-1K)](/evaluation/benchmarks-and-leaderboards/behavior-challenge-behavior-1k/index.md) by [Stanford Vision and Learning Lab (BEHAVIOR)](https://behavior.stanford.edu/) BEHAVIOR Challenge page: a competition on full-length household tasks in the BEHAVIOR-1K simulator, with rules and results. entity benchmark US (Stanford SVL) en - ### [BEIR](/evaluation/benchmarks-and-leaderboards/beir/index.md) by [BEIR Cellar](https://github.com/beir-cellar) BEIR GitHub repo: heterogeneous information-retrieval benchmark of many datasets for zero-shot evaluation of retrievers. entity benchmark Germany / UK en - ### [sierra-research/tau-bench](/evaluation/benchmarks-and-leaderboards/bench/index.md) by [Sierra Research](https://sierra.ai) Sierra τ-bench GitHub repo: code and data for evaluating tool-using agents in customer service domains. entity repo US en - ### [Bench2Drive](/evaluation/benchmarks-and-leaderboards/bench2drive/index.md) by [Thinklab (SJTU & SII)](https://thinklab.sjtu.edu.cn/) Thinklab-SJTU Bench2Drive GitHub repo (NeurIPS 2024): closed-loop benchmark for end-to-end autonomous driving. entity repo China en - ### [BenchLM.ai](/evaluation/benchmarks-and-leaderboards/benchlm-ai/index.md) by [BenchLM](https://benchlm.ai/) BenchLM.ai: aggregator listing AI models across many benchmarks with scores, pricing and context windows. entity leaderboard unstated en - ### [BenCzechMark](/evaluation/benchmarks-and-leaderboards/benczechmark/index.md) by [Czech LLM Consortium](https://huggingface.co/CZLC) BenCzechMark Hugging Face Space: Czech LLM benchmark leaderboard accepting model result submissions. entity repo Czechia cs - ### [Berkeley Function-Calling Leaderboard](/evaluation/benchmarks-and-leaderboards/berkeley-function-calling-leaderboard/index.md) by [Gorilla team (UC Berkeley)](https://gorilla.cs.berkeley.edu/) Berkeley Function Calling Leaderboard (BFCL V4): model accuracy on function and tool calling, including agentic tasks. entity leaderboard West en - ### [BHASA](/evaluation/benchmarks-and-leaderboards/bhasa/index.md) by [AI Singapore](https://aisingapore.org) BHASA GitHub repo from AI Singapore: linguistic and cultural evaluation suite for LLMs in Southeast Asian languages. entity benchmark Singapore; Southeast Asia en - ### [BIG-bench](/evaluation/benchmarks-and-leaderboards/big-bench/index.md) by [Google](https://opensource.google/) BIG-bench GitHub repo from Google: collaborative benchmark of over 200 tasks probing language model capabilities. entity benchmark International en - ### [BigCodeBench](/evaluation/benchmarks-and-leaderboards/bigcodebench/index.md) by [bigcode-bench](https://github.com/bigcode-bench) BigCodeBench leaderboard: practical programming tasks that require calling many libraries, for evaluating code LLMs. entity benchmark International en - ### [BioASQ](/evaluation/benchmarks-and-leaderboards/bioasq/index.md) by [BioASQ](https://bioasq.org/) BioASQ site: recurring challenges on biomedical semantic indexing and question answering, with datasets and results. entity benchmark EU / International en - ### [BIRD](/evaluation/benchmarks-and-leaderboards/bird/index.md) by [bird_sql](https://bird-bench.github.io/) BIRD benchmark site: large-scale text-to-SQL evaluation over real databases with dirty values and a public leaderboard. entity benchmark China / International en [Previous page](/evaluation-benchmarks/beginner/index.md) [Next page](/evaluation-benchmarks/beginner/page/3/index.md) [Plain-text Markdown copy](/evaluation-benchmarks/beginner/page/2/index.md)