Coding · Benchmark profile

Multi-SWE-Bench

Multi-language software engineering repository evaluation extending SWE-bench style tasks.

Not WeightedCurrent / rollingActive1 models

Data verified 1 Aug 2026 · Methodology 2.3.0

Benchmark score on Multi-SWE-Bench

Leaderboard · 1 models

MiniMax M2.7 leads at 52.7%.

Display onlyCodingCurrent

#1Open

MiniMax M2.7

MiniMax

minimax-m2-7

52.7%

Overall #62 · Context 205K tokens

ViewModelsColours

MiniMax

Lumina

Multi-SWE-Bench leaderboard

Accessible data for Multi-SWE-Bench leaderboard
Model	Rank	Model ID	Provider	Score	Unit
MiniMax M2.7	#1	minimax-m2-7	MiniMax	52.7	percent

Benchmark score table (1 models)

One best compatible score per canonical product · higher is better

Multi-SWE-Bench leaderboard ranked by score
Rank	Model	Provider	License	Evidence use	Score
#1	MiniMax M2.7 minimax-m2-7	MiniMax	open	Source carrier	52.7%

Configuration-preserving evidencePublished source rows (4)Exact source labels, configurations, versions and dated observations. Same-snapshot canonical/configuration projections are shown once.

Every distinct dated source-published row for Multi-SWE-Bench, including exact model configuration labels
Exact published model / configuration	Canonical product	Score	Version / system	Evidence	Source / observed
Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M2.7	52.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M2.7	52.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M2.7	52.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	MiniMax M2.7	52.7%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

About Multi-SWE-Bench

Definition and scoring

Organisation: Multi-SWE-Bench
Category: Coding
Version: Not evaluated
Direction: higher is better
Ranking use: Not Weighted
Contamination risk: Unknown

Multi-language software engineering repository evaluation extending SWE-bench style tasks. Every genuine source row stays tied to its exact model label, configuration, benchmark version and evaluation system. The summary chart shows one best compatible score per canonical product; Score 2.0 admits only explicitly mapped, frozen protocols and keeps incompatible configurations separate.

Open benchmark source ↗

FAQ

Quick answers

What does Multi-SWE-Bench measure?

Multi-language software engineering repository evaluation extending SWE-bench style tasks.

Which model scores highest on Multi-SWE-Bench?

MiniMax M2.7 by MiniMax currently leads with 52.7%.

How many models are evaluated on Multi-SWE-Bench?

1 canonical model product have a qualifying score, backed by 4 distinct dated source rows.

Does this affect overall Lumina rank?

No. This benchmark is display-only and does not enter the overall Lumina composite.

Coding · Benchmark profile

Multi-SWE-Bench

Multi-language software engineering repository evaluation extending SWE-bench style tasks.

Not WeightedCurrent / rollingActive1 models

Data verified 1 Aug 2026 · Methodology 2.3.0

Benchmark score on Multi-SWE-Bench

Leaderboard · 1 models

MiniMax M2.7 leads at 52.7%.

Display onlyCodingCurrent

#1Open

MiniMax M2.7

MiniMax

minimax-m2-7

52.7%

Overall #62 · Context 205K tokens

ViewModelsColours

MiniMax

Lumina

Multi-SWE-Bench leaderboard

Accessible data for Multi-SWE-Bench leaderboard
Model	Rank	Model ID	Provider	Score	Unit
MiniMax M2.7	#1	minimax-m2-7	MiniMax	52.7	percent

Benchmark score table (1 models)

One best compatible score per canonical product · higher is better

Multi-SWE-Bench leaderboard ranked by score
Rank	Model	Provider	License	Evidence use	Score
#1	MiniMax M2.7 minimax-m2-7	MiniMax	open	Source carrier	52.7%

Configuration-preserving evidencePublished source rows (4)Exact source labels, configurations, versions and dated observations. Same-snapshot canonical/configuration projections are shown once.

Every distinct dated source-published row for Multi-SWE-Bench, including exact model configuration labels
Exact published model / configuration	Canonical product	Score	Version / system	Evidence	Source / observed
Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M2.7	52.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M2.7	52.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M2.7	52.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	MiniMax M2.7	52.7%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

About Multi-SWE-Bench

Definition and scoring

Organisation: Multi-SWE-Bench
Category: Coding
Version: Not evaluated
Direction: higher is better
Ranking use: Not Weighted
Contamination risk: Unknown

Open benchmark source ↗

FAQ

Quick answers

What does Multi-SWE-Bench measure?

Multi-language software engineering repository evaluation extending SWE-bench style tasks.

Which model scores highest on Multi-SWE-Bench?

MiniMax M2.7 by MiniMax currently leads with 52.7%.

How many models are evaluated on Multi-SWE-Bench?

1 canonical model product have a qualifying score, backed by 4 distinct dated source rows.

Does this affect overall Lumina rank?

No. This benchmark is display-only and does not enter the overall Lumina composite.

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Multi-SWE-Bench

Leaderboard · 1 models

MiniMax M2.7

Multi-SWE-Bench leaderboard

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Benchmark score table (1 models)

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Crop Multi-SWE-Bench published source rows

Definition and scoring

Quick answers

What does Multi-SWE-Bench measure?

Which model scores highest on Multi-SWE-Bench?

How many models are evaluated on Multi-SWE-Bench?

Does this affect overall Lumina rank?

Multi-SWE-Bench

Leaderboard · 1 models

MiniMax M2.7

Multi-SWE-Bench leaderboard

Crop Multi-SWE-Bench leaderboard

Benchmark score table (1 models)

Crop Multi-SWE-Bench benchmark table

Crop Multi-SWE-Bench published source rows

Definition and scoring

Quick answers

What does Multi-SWE-Bench measure?

Which model scores highest on Multi-SWE-Bench?

How many models are evaluated on Multi-SWE-Bench?

Does this affect overall Lumina rank?

Leaderboard · 1 models

MiniMax M2.7

Benchmark score table (1 models)

Definition and scoring

Quick answers

What does Multi-SWE-Bench measure?

Which model scores highest on Multi-SWE-Bench?

How many models are evaluated on Multi-SWE-Bench?

Does this affect overall Lumina rank?

More Coding benchmarks

Leaderboard · 1 models

MiniMax M2.7

Benchmark score table (1 models)

Definition and scoring

Quick answers

What does Multi-SWE-Bench measure?

Which model scores highest on Multi-SWE-Bench?

How many models are evaluated on Multi-SWE-Bench?

Does this affect overall Lumina rank?

More Coding benchmarks