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 | CompWoB | https://github.com/google-research/google-research/tree/master/compositional_rl/compwob | 2023 | Tests agents on sequential, compositional tasks that require state management across multiple steps, simulating real-world automation scenarios. | 50 compositional tasks | Task Success Rate | Element Match | Web |
 | TURKING BENCH | https://turkingbench.github.io | 2024 | Uses natural HTML tasks from crowdsourcing to assess interaction skills with real-world web layouts and elements. | 32.2K instances | Task Success Rate | Text Match, Element Match, Image Match | Web |
 | VisualWebBench | https://visualwebbench.github.io | 2024 | Provides a fine-grained assessment of multimodal large language models (MLLMs) on web-specific tasks. | 1,534 instances from 139 real websites across 87 sub-domains | Task Success Rate, Turn Success Rate, Efficiency Score, Metrics | Text Match, Image Match, Element Match, Action Match | Web |
+| ClawBench | https://github.com/reacher-z/ClawBench | 2026 | Evaluates browser and computer-use agents on long-horizon tasks over live websites, with request interception and replayable execution evidence. | 283 tasks across 163 live websites (V1 + V2) | Task Success Rate | HTTP interception, action logs, screenshots, messages, recordings | Web |
 | WONDERBREAD | https://github.com/HazyResearch/wonderbread | 2024 | Focuses on business process management (BPM) tasks like documentation, knowledge transfer, and process improvement. | 2,928 human demonstrations across 598 distinct workflows | Task Success Rate, Step Success Rate, Efficiency Score, Completion under Policy | Text Match, Action Match, State Information | Web |
 | WebOlympus | / | 2024 | An open platform for web agents that simplifies running demos, evaluations, and data collection for web agents on live websites. | 50 tasks | Task Success Rate, Step Success Rate | Action Match | Web |
 | AndroidEnv | https://github.com/google-deepmind/android_env | 2021 | Provides an open-source platform based on the Android ecosystem with over 100 tasks across approximately 30 apps, focusing on reinforcement learning for various Android interactions. | 100+ tasks | NA | NA | Android |