Datasets:

anon123312
/

retrieval-conditional-neurips2026

backbone string	config string	env string	task_id string	success int64	outcome string	source_log string
deepseek-v3.2	NoRet	webshop	ws_test_0000	0	failure	DeepSeek_s42_NoRet_web.log
deepseek-v3.2	NoRet	webshop	ws_test_0001	0	failure	DeepSeek_s42_NoRet_web.log
deepseek-v3.2	NoRet	webshop	ws_test_0002	1	success	DeepSeek_s42_NoRet_web.log
deepseek-v3.2	NoRet	webshop	ws_test_0003	0	failure	DeepSeek_s42_NoRet_web.log
deepseek-v3.2	NoRet	webshop	ws_test_0004	0	failure	DeepSeek_s42_NoRet_web.log
deepseek-v3.2	NoRet	webshop	ws_test_0005	1	success	DeepSeek_s42_NoRet_web.log
deepseek-v3.2	NoRet	webshop	ws_test_0006	0	failure	DeepSeek_s42_NoRet_web.log
doubao-seed-1-6-251015	FDR	alfworld	alf_test_0000	0	failure	Doubao_s42_FDR_alfworld.log
doubao-seed-1-6-251015	FDR	alfworld	alf_test_0001	1	success	Doubao_s42_FDR_alfworld.log
doubao-seed-1-6-251015	FDR	alfworld	alf_test_0002	1	success	Doubao_s42_FDR_alfworld.log
doubao-seed-1-6-251015	FDR	alfworld	alf_test_0003	0	failure	Doubao_s42_FDR_alfworld.log
doubao-seed-1-6-251015	FDR	alfworld	alf_test_0004	1	success	Doubao_s42_FDR_alfworld.log
doubao-seed-1-6-251015	FDR	alfworld	alf_test_0005	1	success	Doubao_s42_FDR_alfworld.log
doubao-seed-1-6-251015	GG	alfworld	alf_test_0000	0	failure	Doubao_s42_GG_alfworld.log
doubao-seed-1-6-251015	GG	alfworld	alf_test_0001	1	success	Doubao_s42_GG_alfworld.log
doubao-seed-1-6-251015	GG	alfworld	alf_test_0002	1	success	Doubao_s42_GG_alfworld.log
doubao-seed-1-6-251015	GG	alfworld	alf_test_0003	0	failure	Doubao_s42_GG_alfworld.log
doubao-seed-1-6-251015	GG	alfworld	alf_test_0004	1	success	Doubao_s42_GG_alfworld.log
doubao-seed-1-6-251015	GG	alfworld	alf_test_0005	0	failure	Doubao_s42_GG_alfworld.log
doubao-seed-1-6-251015	NoRet	alfworld	alf_test_0000	0	failure	Doubao_s42_NoRet_alf.log
doubao-seed-1-6-251015	NoRet	alfworld	alf_test_0001	1	success	Doubao_s42_NoRet_alf.log
doubao-seed-1-6-251015	NoRet	alfworld	alf_test_0002	1	success	Doubao_s42_NoRet_alf.log
doubao-seed-1-6-251015	NoRet	alfworld	alf_test_0003	0	failure	Doubao_s42_NoRet_alf.log
doubao-seed-1-6-251015	NoRet	alfworld	alf_test_0004	1	success	Doubao_s42_NoRet_alf.log
glm-4.6	FDR	alfworld	alf_test_0000	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0001	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0002	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0003	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0004	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0005	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0006	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0007	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0008	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0009	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0010	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0011	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0012	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0013	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0014	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0015	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0016	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0017	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0018	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0019	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0020	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0021	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0022	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0023	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0024	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0025	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0026	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0027	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0028	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0029	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0030	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0031	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0032	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0033	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0034	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0035	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0036	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0037	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0038	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0039	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0040	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0041	0	failure	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0042	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	FDR	alfworld	alf_test_0043	1	success	GLM_s42_FDR_alfworld.log
glm-4.6	GG	alfworld	alf_test_0000	0	failure	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0001	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0002	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0003	0	failure	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0004	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0005	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0006	0	failure	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0007	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0008	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0009	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0010	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0011	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0012	0	failure	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0013	0	failure	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0014	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0015	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0016	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0017	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0018	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0019	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0020	0	failure	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0021	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0022	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0023	0	failure	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0024	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0025	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0026	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0027	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0028	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0029	0	failure	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0030	1	success	GLM_s42_GG_alfworld.log
glm-4.6	GG	alfworld	alf_test_0031	1	success	GLM_s42_GG_alfworld.log

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Dataset Release — Retrieval-Conditional NeurIPS 2026

This bundle accompanies the NeurIPS 2026 D&B Track submission "To Retrieve or Not to Retrieve? Most of the Benefit is Structural, Not Semantic."

File	Config name	Description
`data/per_task_outcomes.csv`	`per_task_outcomes` (default)	Per-(backbone × env × condition × task) success/failure labels. 3,064 rows.
`data/stats_per_cell.csv`	`stats_per_cell`	54-cell aggregate success rates and pairwise contrasts.
`data/feat_env_aggregate.csv`	`feat_env_aggregate`	Per-environment task-feature aggregates used in TFA correlations.
`data/multibackbone_summary.csv`	`multibackbone_summary`	Per-backbone summary (success rate, mean steps, tokens).
`trajectories.tar.gz`	—	Trajectory bundle (3.0 MB compressed, 1,940 files): 390 NoRet evaluation JSON trajectories + 1,387 demonstration-pool trajectories across ALFWorld/ScienceWorld/WebShop + 163 raw server-log files for the FDR/Coupled/Random/NoRet runs. See `README.txt` inside the archive.
`croissant_metadata.json`	—	Croissant 1.0 metadata (validated with `mlcroissant 1.1.0` + 7 NeurIPS RAI fields).

The four CSV files have heterogeneous schemas, so each is exposed as a separate dataset config. Load any of them with:

from datasets import load_dataset
ds = load_dataset("anon123312/retrieval-conditional-neurips2026", "per_task_outcomes")

Reproducing analysis

The CSVs are sufficient to reproduce every number in the paper body. Trajectory JSONs are provided for qualitative inspection / extending the TFA features.

License

Released under CC-BY-4.0. See Croissant metadata license field.

Verification

sha256sum data/per_task_outcomes.csv  # 78fdbbe70384...
sha256sum trajectories.tar.gz         # 88b013d0e27e...
python -c "import mlcroissant as mlc; mlc.Dataset(jsonld='croissant_metadata.json')"

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Dataset Release — Retrieval-Conditional NeurIPS 2026

Contents

Reproducing analysis

License

Verification