SWE-Bench Verified Benchmark

A SWE-Bench Verified Benchmark is a validated curated software engineering benchmark that is a swe-bench variant designed to evaluate swe-bench verified coding agents on swe-bench verified github issues with swe-bench verified human validation.

• AKA: SWE-Bench Verified, Validated SWE-Bench, SWE-Bench V.
• Context:
  • It can typically assess SWE-Bench Verified Patch Generation for swe-bench verified real repositorys.
  • It can typically measure SWE-Bench Verified Agent Performance with swe-bench verified accuracy metrics.
  • It can typically validate SWE-Bench Verified Solution Quality through swe-bench verified human review.
  • It can typically filter SWE-Bench Verified Ambiguous Issue from swe-bench verified original dataset.
  • It can typically ensure SWE-Bench Verified Test Reliability via swe-bench verified quality control.
  • ...
  • It can often challenge SWE-Bench Verified Coding Model with swe-bench verified complex tasks.
  • It can often require SWE-Bench Verified Multi-File Edit across swe-bench verified codebases.
  • It can often demonstrate SWE-Bench Verified Model Capability like GLM-4.5's 64.2% score.
  • It can often provide SWE-Bench Verified Leaderboard ranking swe-bench verified ai systems.
  • ...
  • It can range from being a Small SWE-Bench Verified Benchmark to being a Large SWE-Bench Verified Benchmark, depending on its swe-bench verified dataset size.
  • It can range from being a Simple SWE-Bench Verified Benchmark to being a Complex SWE-Bench Verified Benchmark, depending on its swe-bench verified issue difficulty.
  • It can range from being a Single-Language SWE-Bench Verified Benchmark to being a Multi-Language SWE-Bench Verified Benchmark, depending on its swe-bench verified programming language coverage.
  • It can range from being a Narrow-Domain SWE-Bench Verified Benchmark to being a Broad-Domain SWE-Bench Verified Benchmark, depending on its swe-bench verified repository diversity.
  • It can range from being a Research SWE-Bench Verified Benchmark to being an Industry SWE-Bench Verified Benchmark, depending on its swe-bench verified application context.
  • ...
  • It can integrate with SWE-Bench Verified Evaluation Framework for swe-bench verified automated testing.
  • It can connect to SWE-Bench Verified GitHub Repository for swe-bench verified issue retrieval.
  • It can interface with SWE-Bench Verified Scoring System for swe-bench verified performance calculation.
  • It can communicate with SWE-Bench Verified Agent Framework for swe-bench verified solution submission.
  • It can synchronize with SWE-Bench Verified Update Process for swe-bench verified dataset maintenance.
  • ...
• Example(s):
  • SWE-Bench Verified Task Categorys, such as:
    • SWE-Bench Verified Bug Fix Task requiring swe-bench verified error correction.
    • SWE-Bench Verified Feature Implementation Task needing swe-bench verified code addition.
    • SWE-Bench Verified Refactoring Task involving swe-bench verified code restructuring.
  • SWE-Bench Verified Performance Results, such as:
    • SWE-Bench Verified GLM-4.5 Result achieving 64.2% swe-bench verified success rate.
    • SWE-Bench Verified Claude Result demonstrating swe-bench verified competitive performance.
    • SWE-Bench Verified GPT-4 Result showing swe-bench verified baseline capability.
  • SWE-Bench Verified Repository Domains, such as:
    • SWE-Bench Verified Python Library testing swe-bench verified scientific computing.
    • SWE-Bench Verified Web Framework evaluating swe-bench verified backend development.
    • SWE-Bench Verified Data Tool assessing swe-bench verified data processing.
  • ...
• Counter-Example(s):
  • Original SWE-Bench, which lacks swe-bench verified human validation and swe-bench verified quality filtering.
  • HumanEval Benchmark, which uses synthetic coding problems rather than swe-bench verified real issues.
  • MBPP Benchmark, which tests basic programming without swe-bench verified repository context.
  • CodeContests Benchmark, which focuses on algorithmic competitions rather than swe-bench verified software engineering.
• See: SWE-Bench, Software Engineering Benchmark, Coding Agent Evaluation, GitHub Issue Resolution Task, Validated AI Benchmark, Agentic Coding Task, GLM-4.5 AI Model, Real-World Coding Benchmark.

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