Agent Coding Evals
85 resources · page 1 of 3
AA-3D
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Artificial Analysis AA-3D benchmark comparing how well AI models build interactive 3D experiences, judged by blind panel comparisons.
Artificial Analysis Intelligence Benchmarking methodology
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Artificial Analysis methodology page describing the benchmarks, weights and scoring behind its Intelligence Index for LLMs.
AgentBench
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AgentBench GitHub repo (Tsinghua): benchmark evaluating LLMs as agents across multiple interactive environments.
AgentBoard
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HKUST AgentBoard GitHub repo: analytical evaluation board for multi-turn LLM agents with progress tracking.
ethz-spylab/agentdojo
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ETH SPY Lab AgentDojo GitHub repo: environment evaluating prompt injection attacks and defences for LLM agents.
ai-safety-institute/AgentHarm
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UK AISI AgentHarm dataset on Hugging Face: harmful agentic tasks for measuring whether LLM agents comply with misuse requests.
AI Verify Foundation / Project Moonshot (Singapore)
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Singapore's AI Verify Foundation site, home of the AI Verify testing toolkit and Project Moonshot for LLM red-teaming and benchmarking.
Aider polyglot leaderboard
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Aider LLM leaderboards: model scores on polyglot code-editing exercises with cost.
AndroidWorld
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Google Research AndroidWorld GitHub repo: environment and benchmark for autonomous agents on Android.
AppWorld
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AppWorld benchmark: a simulated world of everyday apps and APIs for testing coding agents on stateful multi-app tasks.
Arena Raises $200M Series B at $3.1B Valuation
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Arena blog post on its Series B and the launch of its AI Alignment Index, measuring unsafe agent behaviour on real traces.
augment-swebench-agent
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Augment augment-swebench-agent GitHub repo: open implementation of Augment's SWE-bench Verified agent.
sierra-research/tau-bench
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Sierra τ-bench GitHub repo: code and data for evaluating tool-using agents in customer service domains.
Berkeley Function-Calling Leaderboard
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Berkeley Function Calling Leaderboard (BFCL V4): model accuracy on function and tool calling, including agentic tasks.
BigCodeBench
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BigCodeBench leaderboard: practical programming tasks that require calling many libraries, for evaluating code LLMs.
BioASQ
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BioASQ site: recurring challenges on biomedical semantic indexing and question answering, with datasets and results.
BIRD
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BIRD benchmark site: large-scale text-to-SQL evaluation over real databases with dirty values and a public leaderboard.
BrowserGym
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ServiceNow BrowserGym GitHub repo: Gym environment for evaluating web task automation agents.
CodeClash
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CodeClash benchmark: AI coding agents compete in multi-round tournaments to pursue open-ended goals in codebases.
CyberGym
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Berkeley CyberGym GitHub repo: evaluation of AI agents on real software vulnerabilities.
EvalPlus
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EvalPlus site: HumanEval+ and MBPP+ with extended test cases for more accurate evaluation of code LLMs.
GAIA
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GAIA organisation page on Hugging Face: benchmark of real-world questions for general AI assistants needing reasoning, browsing and tools.
GAIA leaderboard
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GAIA leaderboard Space: scores of AI assistants and agents on the GAIA real-world question benchmark.
HAL: Holistic Agent Leaderboard
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Princeton HAL Holistic Agent Leaderboard: third-party, cost-aware evaluation of AI agents across benchmarks.
Harbor framework
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Harbor framework site: tooling for evaluating and optimising sandboxed agents, running datasets such as Terminal-Bench and SWE-bench Pro.
LiveCodeBench
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LiveCodeBench leaderboard: code generation results on problems collected from recent programming contests.
MedQA
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MedQA GitHub repo: data and baselines for open-domain medical exam question answering.
Melting Pot
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DeepMind Melting Pot GitHub repo: test scenarios for generalisation in multi-agent reinforcement learning.
MERA Code
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MERA Code GitHub repo: a benchmark for evaluating code generation by LLMs on tasks described in Russian.
MERA Code / SWE-MERA
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MERA Code and SWE-MERA: benchmarks of code generation and software-engineering agents for Russian-language tasks.
METR
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METR: research nonprofit publishing evaluations of frontier AI models' autonomous capabilities and risks.
METR Time Horizons
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METR time horizons page: measured length of tasks frontier models complete autonomously, tracked over time.