Datasets:

glayguo
/

evalarc-independent-swe

id string	index int64	instance_id string	condition string	seed int64	repository string	source_row_sha256 string	status string	generation_end string	model_requests int64	recorded_model_responses int64	usage_complete bool	prompt_tokens_recorded int64	completion_tokens_recorded int64	model_seconds_recorded float64	changed_files int64	changed_paths list	patch_sha256 string	patch_bytes int64	protocol_errors int64	nonzero_command_exits int64	errors list	trace_path string	archive_prefix string	upstream_resolved bool	infra_failure bool	infra_failure_reason string	disposition string	f2p_passed int64	f2p_total int64	p2p_passed int64	p2p_total int64	aggregate_pass_fraction float64	aggregate_95_accepted bool
00-astropy__astropy-7606-none-17	0	astropy__astropy-7606	none	17	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	step_budget	20	20	true	79,310	1,020	49.394797	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/00.json	attempts/00-astropy__astropy-7606-none-17	false	false	null	not_accepted	0	1	240	240	0.995851	true
01-astropy__astropy-7606-direct-17	1	astropy__astropy-7606	direct	17	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	step_budget	20	20	true	88,771	994	44.05171	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/01.json	attempts/01-astropy__astropy-7606-direct-17	false	false	null	not_accepted	0	1	240	240	0.995851	true
02-astropy__astropy-7606-mcp-17	2	astropy__astropy-7606	mcp	17	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	step_budget	20	20	true	88,766	994	42.87023	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/02.json	attempts/02-astropy__astropy-7606-mcp-17	false	false	null	not_accepted	0	1	240	240	0.995851	true
03-astropy__astropy-7606-unrelated-17	3	astropy__astropy-7606	unrelated	17	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	step_budget	20	20	true	88,809	1,020	43.926365	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/03.json	attempts/03-astropy__astropy-7606-unrelated-17	false	false	null	not_accepted	0	1	240	240	0.995851	true
04-astropy__astropy-7606-direct-41	4	astropy__astropy-7606	direct	41	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	step_budget	20	20	true	88,760	994	42.948508	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/04.json	attempts/04-astropy__astropy-7606-direct-41	false	false	null	not_accepted	0	1	240	240	0.995851	true
05-astropy__astropy-7606-mcp-41	5	astropy__astropy-7606	mcp	41	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	finish_tool	20	20	true	88,656	1,118	47.326798	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	1	18	[]	traces/05.json	attempts/05-astropy__astropy-7606-mcp-41	false	false	null	not_accepted	0	1	240	240	0.995851	true
06-astropy__astropy-7606-unrelated-41	6	astropy__astropy-7606	unrelated	41	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	finish_tool	11	11	true	34,462	1,186	44.364294	1	[ "fix_unit_comparison.py" ]	d2428a7526e68004e22b9980912ae0f98c4af79b969f2cc9e14a707b2d8ddec0	536	0	3	[]	traces/06.json	attempts/06-astropy__astropy-7606-unrelated-41	false	false	null	not_accepted	0	1	240	240	0.995851	true
07-astropy__astropy-7606-none-41	7	astropy__astropy-7606	none	41	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	step_budget	20	20	true	79,358	1,020	42.825716	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/07.json	attempts/07-astropy__astropy-7606-none-41	false	false	null	not_accepted	0	1	240	240	0.995851	true
08-astropy__astropy-7606-mcp-97	8	astropy__astropy-7606	mcp	97	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	step_budget	20	20	true	88,787	994	42.974801	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/08.json	attempts/08-astropy__astropy-7606-mcp-97	false	false	null	not_accepted	0	1	240	240	0.995851	true
09-astropy__astropy-7606-unrelated-97	9	astropy__astropy-7606	unrelated	97	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	step_budget	20	20	true	88,893	1,020	43.825387	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/09.json	attempts/09-astropy__astropy-7606-unrelated-97	false	false	null	not_accepted	0	1	240	240	0.995851	true
10-astropy__astropy-7606-none-97	10	astropy__astropy-7606	none	97	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	step_budget	20	20	true	79,357	1,020	42.792503	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/10.json	attempts/10-astropy__astropy-7606-none-97	false	false	null	not_accepted	0	1	240	240	0.995851	true
11-astropy__astropy-7606-direct-97	11	astropy__astropy-7606	direct	97	astropy/astropy	fde54bf6c9f5d54b330599adbbc5b7864ee584534706b8354733a05ae1b6f919	completed	step_budget	20	20	true	88,790	994	42.981679	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/11.json	attempts/11-astropy__astropy-7606-direct-97	false	false	null	not_accepted	0	1	240	240	0.995851	true
12-pytest-dev__pytest-7432-direct-17	12	pytest-dev__pytest-7432	direct	17	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	step_budget	20	20	true	156,260	834	45.636696	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	0	[]	traces/12.json	attempts/12-pytest-dev__pytest-7432-direct-17	false	false	null	not_accepted	0	1	77	77	0.987179	true
13-pytest-dev__pytest-7432-mcp-17	13	pytest-dev__pytest-7432	mcp	17	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	step_budget	20	20	true	156,271	834	45.463385	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	0	[]	traces/13.json	attempts/13-pytest-dev__pytest-7432-mcp-17	false	false	null	not_accepted	0	1	77	77	0.987179	true
14-pytest-dev__pytest-7432-unrelated-17	14	pytest-dev__pytest-7432	unrelated	17	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	finish_tool	3	3	true	12,511	57	3.12054	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	0	[]	traces/14.json	attempts/14-pytest-dev__pytest-7432-unrelated-17	false	false	null	not_accepted	0	1	77	77	0.987179	true
15-pytest-dev__pytest-7432-none-17	15	pytest-dev__pytest-7432	none	17	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	generation_error	15	14	false	180,705	22,614	861.744426	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	11	0	[ "TimeoutError: timed out" ]	traces/15.json	attempts/15-pytest-dev__pytest-7432-none-17	false	false	null	not_accepted	0	1	77	77	0.987179	true
16-pytest-dev__pytest-7432-mcp-41	16	pytest-dev__pytest-7432	mcp	41	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	step_budget	20	20	true	156,274	834	45.888777	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	0	[]	traces/16.json	attempts/16-pytest-dev__pytest-7432-mcp-41	false	false	null	not_accepted	0	1	77	77	0.987179	true
17-pytest-dev__pytest-7432-unrelated-41	17	pytest-dev__pytest-7432	unrelated	41	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	finish_tool	7	7	true	47,670	811	33.117253	1	[ "src/_pytest/skipping.py" ]	974b84fae0b3ecd7d4a71a5df30c6adededfb05e789a862acf7779b430135350	10,215	0	0	[]	traces/17.json	attempts/17-pytest-dev__pytest-7432-unrelated-41	false	true	network_unreachable	unavailable	null	1	null	77	null	null
18-pytest-dev__pytest-7432-none-41	18	pytest-dev__pytest-7432	none	41	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	finish_tool	6	6	true	32,750	791	30.777764	1	[ "src/_pytest/skipping.py" ]	c030a26d4c4f53142dac0c2c080677bb15c6df5a80745a86668b350b2109b984	13,476	0	0	[]	traces/18.json	attempts/18-pytest-dev__pytest-7432-none-41	false	true	network_unreachable	unavailable	null	1	null	77	null	null
19-pytest-dev__pytest-7432-direct-41	19	pytest-dev__pytest-7432	direct	41	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	finish_tool	17	17	true	127,902	1,365	60.910222	1	[ "src/_pytest/skipping.py" ]	4d23ddd0968a12e6481037567ba280ba373c334b31f1ed66bc8f191b1db5c352	10,069	0	0	[]	traces/19.json	attempts/19-pytest-dev__pytest-7432-direct-41	false	true	network_unreachable	unavailable	null	1	null	77	null	null
20-pytest-dev__pytest-7432-unrelated-97	20	pytest-dev__pytest-7432	unrelated	97	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	finish_tool	3	3	true	12,511	57	3.131767	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	0	[]	traces/20.json	attempts/20-pytest-dev__pytest-7432-unrelated-97	false	false	null	not_accepted	0	1	77	77	0.987179	true
21-pytest-dev__pytest-7432-none-97	21	pytest-dev__pytest-7432	none	97	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	step_budget	20	20	true	198,214	2,700	116.438611	1	[ "src/_pytest/skipping.py" ]	57d0053fc3518c4fff8e3c8649463bf2528e0c30e0a74a0edd2016d19b59f604	11,046	3	6	[]	traces/21.json	attempts/21-pytest-dev__pytest-7432-none-97	false	true	network_unreachable	unavailable	null	1	null	77	null	null
22-pytest-dev__pytest-7432-direct-97	22	pytest-dev__pytest-7432	direct	97	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	finish_tool	20	20	true	163,994	1,449	68.067178	1	[ "src/_pytest/skipping.py" ]	f888ad8439a542a4dd207ca93eebf772e491627964280507c879d57630c67228	10,014	1	0	[]	traces/22.json	attempts/22-pytest-dev__pytest-7432-direct-97	false	true	network_unreachable	unavailable	null	1	null	77	null	null
23-pytest-dev__pytest-7432-mcp-97	23	pytest-dev__pytest-7432	mcp	97	pytest-dev/pytest	0eb8f3ebb209cfb854132b685feabb9fb7458fdfe9324cecf03c15866671071b	completed	step_budget	20	20	true	149,028	834	44.594386	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	0	[]	traces/23.json	attempts/23-pytest-dev__pytest-7432-mcp-97	false	false	null	not_accepted	0	1	77	77	0.987179	true
24-sympy__sympy-15809-mcp-17	24	sympy__sympy-15809	mcp	17	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	step_budget	20	20	true	66,949	1,421	55.63599	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	9	11	[]	traces/24.json	attempts/24-sympy__sympy-15809-mcp-17	false	false	null	not_accepted	0	2	10	10	0.833333	false
25-sympy__sympy-15809-unrelated-17	25	sympy__sympy-15809	unrelated	17	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	step_budget	20	20	true	74,427	1,076	44.360212	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	3	17	[]	traces/25.json	attempts/25-sympy__sympy-15809-unrelated-17	false	false	null	not_accepted	0	2	10	10	0.833333	false
26-sympy__sympy-15809-none-17	26	sympy__sympy-15809	none	17	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	finish_tool	17	17	true	50,180	901	35.932129	1	[ "sympy/sympy/core/function.py" ]	2c591d49ed798da2d2b2c75cf2e4c1097e5a689777fa3568a2c805d26d8f098f	648	0	14	[]	traces/26.json	attempts/26-sympy__sympy-15809-none-17	false	false	null	not_accepted	0	2	10	10	0.833333	false
27-sympy__sympy-15809-direct-17	27	sympy__sympy-15809	direct	17	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	step_budget	20	20	true	66,940	1,421	55.557862	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	9	11	[]	traces/27.json	attempts/27-sympy__sympy-15809-direct-17	false	false	null	not_accepted	0	2	10	10	0.833333	false
28-sympy__sympy-15809-unrelated-41	28	sympy__sympy-15809	unrelated	41	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	step_budget	20	20	true	66,990	1,043	42.309689	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	8	12	[]	traces/28.json	attempts/28-sympy__sympy-15809-unrelated-41	false	false	null	not_accepted	0	2	10	10	0.833333	false
29-sympy__sympy-15809-none-41	29	sympy__sympy-15809	none	41	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	finish_tool	20	20	true	65,412	1,068	43.129447	1	[ "sympy/sympy/core/functions.py" ]	84d1a2dfcd34960040c5241572d5b31463a9cab169447e6b3e5ed492657d1232	508	2	15	[]	traces/29.json	attempts/29-sympy__sympy-15809-none-41	false	false	null	not_accepted	0	2	10	10	0.833333	false
30-sympy__sympy-15809-direct-41	30	sympy__sympy-15809	direct	41	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	step_budget	20	20	true	80,197	2,702	102.677385	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	7	13	[]	traces/30.json	attempts/30-sympy__sympy-15809-direct-41	false	false	null	not_accepted	0	2	10	10	0.833333	false
31-sympy__sympy-15809-mcp-41	31	sympy__sympy-15809	mcp	41	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	finish_tool	6	6	true	11,804	451	16.636166	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	1	4	[]	traces/31.json	attempts/31-sympy__sympy-15809-mcp-41	false	false	null	not_accepted	0	2	10	10	0.833333	false
32-sympy__sympy-15809-none-97	32	sympy__sympy-15809	none	97	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	step_budget	20	20	true	68,067	951	39.325099	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	0	20	[]	traces/32.json	attempts/32-sympy__sympy-15809-none-97	false	false	null	not_accepted	0	2	10	10	0.833333	false
33-sympy__sympy-15809-direct-97	33	sympy__sympy-15809	direct	97	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	step_budget	20	20	true	71,362	1,775	68.72684	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	8	12	[]	traces/33.json	attempts/33-sympy__sympy-15809-direct-97	false	false	null	not_accepted	0	2	10	10	0.833333	false
34-sympy__sympy-15809-mcp-97	34	sympy__sympy-15809	mcp	97	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	step_budget	20	20	true	82,462	3,319	124.747545	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	9	11	[]	traces/34.json	attempts/34-sympy__sympy-15809-mcp-97	false	false	null	not_accepted	0	2	10	10	0.833333	false
35-sympy__sympy-15809-unrelated-97	35	sympy__sympy-15809	unrelated	97	sympy/sympy	05d8a51bf01ea0d80c6cb26ca8f0d3bd8fe913bf099c9e448954cee0b2232a9c	completed	finish_tool	9	9	true	22,069	2,432	86.659215	0	[]	e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855	0	3	5	[]	traces/35.json	attempts/35-sympy__sympy-15809-unrelated-97	false	false	null	not_accepted	0	2	10	10	0.833333	false

Independent-source SWE workflow records

36 Qwen3-8B attempts compare four fixed workflows on three public SWE-bench Verified tasks. There are no accepted attempts: 31 have assessable native reports and five retain an upstream infrastructure flag, so their task outcome is uncertain. Eight attempts produced nonempty patches. One generation request has incomplete usage.

Inspect the interactive report · English method · 中文方法 · Offline review and exact raw records

This dataset reports the recorded experiment, not a general model leaderboard or a demonstrated skill benefit. Three repeated seeds do not create additional independent tasks. Direct/MCP workflows preload identical guidance; unrelated MCP content matches its token count. Skill delivery is distinct from task acceptance.

The disposition column distinguishes not_accepted from unavailable. upstream_resolved retains the raw upstream boolean even when an infrastructure flag prevents an assessed result. usage_complete=false means token and time columns include recorded responses only. The 95% aggregate gate is an explicitly declared illustrative rule; missing evidence stays unknown.

Five pytest logs contain both offline build-dependency installation failures and candidate errors. The original network_unreachable label is preserved and does not establish a single cause.

Source release: 5ac4e64f7c05b26f80f221ea015933981e832e2e. Frozen execution code: 285eadef59ec0e673e4feba6322e4c932af0b5ff. Fixed configuration SHA-256: 9c4e23bf68eab62732f0cfcd6ec36e342b439c28d4ddcb35e09feae6b006472c.

The ZIP contains raw requests, responses, native reports, six original upstream controls, patches, frozen recorder/provider source and attribution. Open its review/index.html directly for offline browsing. Images, installed dependencies, filesystem tar snapshots and model weights are not included.

Source attribution

The dataset derives from SWE-bench/SWE-bench_Verified revision 78f471bf655a3137b2e8a75af1501690ec009ec3, with native evaluator commit 02e7a74ffd0b707aab73d203fe87bdc7c76afc8e. EvalArc's recorder code is MIT; upstream issue text, code excerpts and test material keep their respective attribution and license boundaries. Project license texts are in the archive. See METHODS.md before redistributing material.

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