Model Evaluation & Benchmarks
28 entriesBenchmarks, evaluation frameworks, and safety testing tools for measuring and comparing LLM capabilities.
AI Safety Evaluation (Pre-Deployment)
assessPre-deployment testing pattern where frontier AI models are assessed by independent third parties for dangerous autonomo...
Anthropic
adoptAI safety company behind the Claude model family — including Claude Opus, Sonnet, Haiku, and the restricted Claude Mytho...
Apollo Research
assessAI safety research organization focused on detecting and evaluating deceptive capabilities in frontier AI models.
Augment Code
trialAI coding agent platform for professional software teams, built around a proprietary Context Engine that semantically in...
Benchmark Saturation
assessRecurring dynamic where AI models approach maximum scores on benchmarks, rendering them unable to distinguish between sy...
DeepEval
trialOpen-source Apache-2.0 LLM evaluation framework by Confident AI with 50+ metrics spanning RAG, agents, multi-turn conver...
Devin
assessCognition's commercial autonomous AI software engineer with full shell and browser access, SaaS and VPC deployment optio...
Epoch AI
assessAI research institute tracking compute trends, model capabilities, and publishing data-driven analyses of AI progress.
Google Agents CLI
assessGoogle's open-source CLI wrapping the Agent Development Kit (ADK) to automate the full AI agent development lifecycle —...
HCAST (Human-Calibrated Autonomy Software Tasks)
assessMETR's primary benchmark measuring frontier AI autonomous software task completion, calibrated against 140 human experts...
Humanity's Last Exam (HLE)
assessA 2,500-question expert-level benchmark curated by ~1,000 specialists to measure AI capabilities where frontier models s...
Inspect AI
trialAn open-source LLM evaluation framework by the UK AI Safety Institute with 100+ pre-built evals for safety, coding, reas...
Langfuse
trialOpen-source LLM engineering platform (MIT-licensed, 21k+ GitHub stars) covering observability traces, evaluation, prompt...
LangSmith
assessObservability and evaluation platform for LLM applications, providing tracing, prompt testing, and experiment comparison...
LiveCodeBench
trialContamination-resistant LLM coding benchmark that continuously collects new competitive programming problems from LeetCo...
LlamaIndex
trialOpen-source MIT-licensed data framework for building RAG and document agent applications on top of LLMs, with 38k+ GitHu...
METR (Model Evaluation & Threat Research)
assessNonprofit research org that evaluates frontier AI models for dangerous autonomous capabilities before deployment.
METR Task Standard
assessA portable specification for defining AI agent evaluation tasks with standardized environment setup, instructions, and s...
MMLU (Massive Multitask Language Understanding)
holdA benchmark of 15,908 multiple-choice questions across 57 academic subjects for evaluating LLM knowledge, now effectivel...
OpenHands
trialAn open-source platform for autonomous AI coding agents with Docker-sandboxed execution, multi-model support, and a Pyth...
RAGAS
trialOpen-source Apache-2.0 evaluation framework for RAG pipelines and LLM applications by ExplodingGradients (YC W24), provi...
RE-Bench
assessAI benchmark suite from METR for evaluating autonomous AI agent capabilities on real-world research engineering tasks.
Redwood Research
assessNonprofit AI safety research organization focused on AI control, alignment, and pre-deployment evaluation, home to the t...
Runloop
assessPersistent sandboxed dev environments for AI agents with git-style state management and built-in SWE-bench integration.
SWE-bench
assessA benchmark evaluating whether AI agents can resolve real-world GitHub issues by generating code patches that pass repos...
TruLens
assessOpen-source MIT-licensed LLM evaluation and tracing framework by TruEra, now maintained by Snowflake, combining OpenTele...
VectorDBBench
assessOpen-source benchmarking tool for vector databases, covering 30+ databases with CLI and visual interface; maintained by...
Vivaria
holdMETR's open-source platform for running AI agent evaluations and elicitation research, now deprecated in favor of Inspec...
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