Datasets › Web-Bench

Web-Bench

Introduced by Kai Xu et al. in Web-Bench: A LLM Code Benchmark Based on Web Standards and Frameworks12 May 2025 archive 2025-07-28

We developed Web-Bench as a benchmark for evaluating the performance of LLMs on real-world web projects.

  1. 50 projects, each consisting of 20 tasks with sequential dependencies. The tasks implement project features in sequence, simulating real-world human development workflows.

  2. When designing Web-Bench, we aim to cover the foundational elements of Web development: Web Standards and Web Frameworks. Given the scale and complexity of these projects, which were designed by engineers with 5-10 years of experience, each presents a significant challenge. On average, a single project takes 4–8 hours for a senior engineer to complete.

  3. On our given benchmark agent (Web-Agent), SOTA (Claude 3.7 Sonnet) achieves only 25.1% Pass@1, significantly lower than SWE-Bench's Verified (65.4%) and Full (33.8%) scores (2025.4).

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Web-Bench claude-3-7-sonnet-20250219-thinking Pass@1 25.11% Web-Bench: A LLM Code Benchmark Based on Web Standards... bytedance/Web-Bench 40 Compare

Papers archive 2025-07-28

1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 2. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Web-Bench: A LLM Code Benchmark Based on Web Standards and Frameworks 1 40 12 May 2025 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

CC BY

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

Variants archive 2025-07-28

  • Web-Bench

1 variant name, as the archive lists them.

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