UnifyBench

RankingReal-SWE

Real-SWE

Data updated 31 Oct 2026

Bucket
Supporting evidence
Unit
percent
Direction
Higher is better
Version
2026-09
Display harness
Real-SWE · Fable 5.1 · Claude Code
Board
https://realswe.withspecific.com/

Real-SWE ranks each model with its native harness. These rows are display only. They do not enter the weighted Overall or capability scores.

Compare published benchmark results with category weights →

Models

Results are ordered by score in the display harness, followed by models with no result. Other harnesses are listed separately below. Missing results remain unknown.

426–450 of 471 entries

ModelScoreEvidenceSource-recorded date
Qwen3.8-Flash-NextQwen———
QwQ-plusQwen———
RecurrentGemma 2B ITGoogle———
RecurrentGemma 9B ITGoogle———
Seed 1.6ByteDance———
Seed 1.6 ThinkingByteDance———
Seed 1.6 VisionByteDance———
Seed 1.8ByteDance———
Seed 2.0 CodeByteDance———
Seed 2.0 LiteByteDance———
Seed 2.0 MiniByteDance———
Seed 2.0 ProByteDance———
Seed 2.1 ProByteDance———
Seed 2.1 TurboByteDance———
Seed CharacterByteDance———
Seed Coder 8B InstructByteDance———
Seed Coder 8B ReasoningByteDance———
Seed EvolvingByteDance———
Seed OSS 36B InstructByteDance———
SOLAR 10.7B Instruct v1.0Upstage———
Solar Mini (April 2025)Upstage———
Solar Mini 4Upstage———
Solar Open 100BUpstage———
Solar Open2 250BUpstage———
Solar Pro 2 (December 2025)Upstage———

Other harnesses

These runs use other harnesses. Capability scoring matches configurations separately; model details identify which source records contribute.

ModelScoreHarnessEvidenceSource-recorded date
Gemini 3.8 FlashGoogle38.75%Real-SWE · Gemini 3.8 Flash · Gemini CLIofficial board2026-10-13
GLM-5.3Z.ai37.5%Real-SWE · GLM 5.3 · Claude Codeofficial board2026-10-13
GPT-5.6 SolOpenAI26.25%Real-SWE · GPT-5.6 Sol · Codex CLIofficial board2026-10-13
GPT-6 AstraOpenAI46.25%Real-SWE · GPT-6 Astra · Codex CLIofficial board2026-10-13
Grok 4.6xAI32.5%Real-SWE · Grok 4.6 · Grok Buildofficial board2026-10-13
Kimi K3Moonshot20%Real-SWE · Kimi K3 · Kimi Codeofficial board2026-10-13
Muse Spark 1.3Meta36.25%Real-SWE · Muse Spark 1.3 · Muse Codeofficial board2026-10-13