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Thang203
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user_study_result

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The dataset generation failed because of a cast error

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 4 new columns ({'q1', 'measure', 'median', 'q3'}) and 1 missing columns ({'metric'}).

This happened while the csv dataset builder was generating data using

hf://datasets/Thang203/user_study_result/outcomes.csv (at revision 817e9bc9e62345097d13fc7c6f0bd44fca27ddb9), ['hf://datasets/Thang203/user_study_result@817e9bc9e62345097d13fc7c6f0bd44fca27ddb9/behavior_by_facet.csv', 'hf://datasets/Thang203/user_study_result@817e9bc9e62345097d13fc7c6f0bd44fca27ddb9/behavior_pooled.csv', 'hf://datasets/Thang203/user_study_result@817e9bc9e62345097d13fc7c6f0bd44fca27ddb9/outcomes.csv', 'hf://datasets/Thang203/user_study_result@817e9bc9e62345097d13fc7c6f0bd44fca27ddb9/rows.csv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              facet: string
              measure: string
              condition: string
              n: int64
              mean: double
              sd: double
              se: double
              median: double
              q1: double
              q3: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1361
              to
              {'facet': Value('string'), 'metric': Value('string'), 'condition': Value('string'), 'n': Value('int64'), 'mean': Value('float64'), 'sd': Value('float64'), 'se': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1850, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 4 new columns ({'q1', 'measure', 'median', 'q3'}) and 1 missing columns ({'metric'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Thang203/user_study_result/outcomes.csv (at revision 817e9bc9e62345097d13fc7c6f0bd44fca27ddb9), ['hf://datasets/Thang203/user_study_result@817e9bc9e62345097d13fc7c6f0bd44fca27ddb9/behavior_by_facet.csv', 'hf://datasets/Thang203/user_study_result@817e9bc9e62345097d13fc7c6f0bd44fca27ddb9/behavior_pooled.csv', 'hf://datasets/Thang203/user_study_result@817e9bc9e62345097d13fc7c6f0bd44fca27ddb9/outcomes.csv', 'hf://datasets/Thang203/user_study_result@817e9bc9e62345097d13fc7c6f0bd44fca27ddb9/rows.csv']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

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facet string	metric string	condition string	n int64	mean float64	sd float64	se float64
Find × Text	Scroll count	Non-grounded	31	9.4839	8.2457	1.481
Find × Text	Scroll count	Grounded	34	10.6471	6.2855	1.078
Find × Visual	Scroll count	Non-grounded	24	20.7917	14.4342	2.9464
Find × Visual	Scroll count	Grounded	21	21.1429	13.7851	3.0082
Guide × Text	Scroll count	Non-grounded	20	10.2	6.8641	1.5349
Guide × Text	Scroll count	Grounded	29	13.2069	9.1705	1.7029
Guide × Visual	Scroll count	Non-grounded	27	9.2593	7.1929	1.3843
Guide × Visual	Scroll count	Grounded	31	11.6129	8.0361	1.4433
Find × Text	Ctrl+F	Non-grounded	31	1.1935	1.0776	0.1935
Find × Text	Ctrl+F	Grounded	34	1.1176	1.2972	0.2225
Find × Visual	Ctrl+F	Non-grounded	24	0.5	0.5898	0.1204
Find × Visual	Ctrl+F	Grounded	21	0.3333	0.5774	0.126
Guide × Text	Ctrl+F	Non-grounded	20	0	0	0
Guide × Text	Ctrl+F	Grounded	29	0.0345	0.1857	0.0345
Guide × Visual	Ctrl+F	Non-grounded	27	0	0	0
Guide × Visual	Ctrl+F	Grounded	31	0	0	0
Find × Text	Text selections	Non-grounded	31	2.2581	3.1514	0.566
Find × Text	Text selections	Grounded	34	1.3235	1.7705	0.3036
Find × Visual	Text selections	Non-grounded	24	1.5417	2.2646	0.4623
Find × Visual	Text selections	Grounded	21	0.9524	2.0119	0.439
Guide × Text	Text selections	Non-grounded	20	2.2	6.229	1.3928
Guide × Text	Text selections	Grounded	29	1.0345	1.742	0.3235
Guide × Visual	Text selections	Non-grounded	27	1.037	2.3119	0.4449
Guide × Visual	Text selections	Grounded	31	0.871	1.7653	0.317
Find × Text	Mouse clicks	Non-grounded	31	16.5806	11.0778	1.9896
Find × Text	Mouse clicks	Grounded	34	13.9118	5.9968	1.0284
Find × Visual	Mouse clicks	Non-grounded	24	14.125	5.3998	1.1022
Find × Visual	Mouse clicks	Grounded	21	13.1429	8.6272	1.8826
Guide × Text	Mouse clicks	Non-grounded	20	25.3	14.2537	3.1872
Guide × Text	Mouse clicks	Grounded	29	24.3448	15.0672	2.7979
Guide × Visual	Mouse clicks	Non-grounded	27	23.0741	13.0853	2.5183
Guide × Visual	Mouse clicks	Grounded	31	24.6774	14.2838	2.5654
Find × Text	Mouse distance (px)	Non-grounded	31	30,394.0968	24,785.2674	4,451.5654
Find × Text	Mouse distance (px)	Grounded	34	26,788.8824	20,347.0335	3,489.4875
Find × Visual	Mouse distance (px)	Non-grounded	24	22,285.6667	18,047.8809	3,684.0083
Find × Visual	Mouse distance (px)	Grounded	21	18,500.9048	13,864.6666	3,025.5183
Guide × Text	Mouse distance (px)	Non-grounded	20	13,983.85	10,025.3351	2,241.7331
Guide × Text	Mouse distance (px)	Grounded	29	25,034.3448	18,670.0746	3,466.9458
Guide × Visual	Mouse distance (px)	Non-grounded	27	12,445.7037	8,584.8288	1,652.1511
Guide × Visual	Mouse distance (px)	Grounded	31	18,429.2258	12,199.6022	2,191.1132
Find × Text	Page clicks	Non-grounded	31	6	6.2663	1.1255
Find × Text	Page clicks	Grounded	34	5.4118	4.5402	0.7786
Find × Visual	Page clicks	Non-grounded	24	4.5833	3.7407	0.7636
Find × Visual	Page clicks	Grounded	21	4.9048	7.816	1.7056
Guide × Text	Page clicks	Non-grounded	20	8.55	14.9472	3.3423
Guide × Text	Page clicks	Grounded	29	8.4828	12.0908	2.2452
Guide × Visual	Page clicks	Non-grounded	27	5.5185	7.713	1.4844
Guide × Visual	Page clicks	Grounded	31	6.1935	9.2679	1.6646
All tasks	Scroll count	Non-grounded	102	12.2255	10.6175	1.0513
All tasks	Scroll count	Grounded	115	13.4696	9.8286	0.9165
All tasks	Ctrl+F	Non-grounded	102	0.4804	0.8293	0.0821
All tasks	Ctrl+F	Grounded	115	0.4	0.8865	0.0827
All tasks	Text selections	Non-grounded	102	1.7549	3.6136	0.3578
All tasks	Text selections	Grounded	115	1.0609	1.7932	0.1672
All tasks	Mouse clicks	Non-grounded	102	19.4314	12.0391	1.1921
All tasks	Mouse clicks	Grounded	115	19.3043	12.7631	1.1902
All tasks	Mouse distance (px)	Non-grounded	102	20,517.4902	18,737.0355	1,855.243
All tasks	Mouse distance (px)	Grounded	115	22,579.5043	17,114.6957	1,595.9536
All tasks	Page clicks	Non-grounded	102	6.0392	8.6034	0.8519
All tasks	Page clicks	Grounded	115	6.3043	8.7751	0.8183
Find × Text	null	Non-grounded	31	1	0	0
Find × Text	null	Non-grounded	31	0.6613	0.3509	0.063
Find × Text	null	Non-grounded	31	0.4516	0.5059	0.0909
Find × Text	null	Non-grounded	31	0.871	0.3408	0.0612
Find × Text	null	Non-grounded	31	195.3594	163.8252	29.4239
Find × Text	null	Non-grounded	31	88.7012	148.1963	26.6168
Find × Text	null	Non-grounded	31	284.0606	224.9933	40.41
Find × Text	null	Non-grounded	31	284.0606	224.9933	40.41
Find × Text	null	Grounded	34	1	0	0
Find × Text	null	Grounded	34	0.8529	0.262	0.0449
Find × Text	null	Grounded	34	0.7353	0.4478	0.0768
Find × Text	null	Grounded	34	0.9706	0.1715	0.0294
Find × Text	null	Grounded	34	159.4796	146.4408	25.1144
Find × Text	null	Grounded	34	56.918	39.9931	6.8588
Find × Text	null	Grounded	34	216.3975	154.7562	26.5405
Find × Text	null	Grounded	34	216.3975	154.7562	26.5405
Find × Visual	null	Non-grounded	24	0.7917	0.4149	0.0847
Find × Visual	null	Non-grounded	24	0.25	0.3901	0.0796
Find × Visual	null	Non-grounded	24	0.2917	0.4643	0.0948
Find × Visual	null	Non-grounded	24	0.2083	0.4149	0.0847
Find × Visual	null	Non-grounded	24	155.0752	211.7866	43.2308
Find × Visual	null	Non-grounded	24	121.617	152.0807	31.0433
Find × Visual	null	Non-grounded	24	276.6922	313.4489	63.9825
Find × Visual	null	Non-grounded	19	259.0719	296.1573	67.9431
Find × Visual	null	Grounded	21	0.8571	0.3586	0.0782
Find × Visual	null	Grounded	21	0.2857	0.2988	0.0652
Find × Visual	null	Grounded	21	0.3333	0.483	0.1054
Find × Visual	null	Grounded	21	0.2381	0.4364	0.0952
Find × Visual	null	Grounded	21	75.5373	48.1924	10.5164
Find × Visual	null	Grounded	21	41.1854	24.4784	5.3416
Find × Visual	null	Grounded	21	116.7228	54.5759	11.9094
Find × Visual	null	Grounded	18	121.7835	53.9719	12.7213
Guide × Text	null	Non-grounded	20	0.55	0.5104	0.1141
Guide × Text	null	Non-grounded	20	0.1254	0.3099	0.0693
Guide × Text	null	Non-grounded	20	0.15	0.3663	0.0819
Guide × Text	null	Non-grounded	20	0.1008	0.2637	0.059
Guide × Text	null	Non-grounded	20	58.1921	40.0805	8.9623
Guide × Text	null	Non-grounded	20	27.6719	39.0793	8.7384
Guide × Text	null	Non-grounded	20	85.864	61.5278	13.758
Guide × Text	null	Non-grounded	11	97.816	70.8787	21.3707

End of preview.

PageGuide user study — results

One row per answered task from the PageGuide web study, on the task selection the analysis dashboard uses by default. rows.csv is the row-level data; the two behavior_*.csv files are the aggregates plotted in the behavioural figures (mean, sd, se and n per cell). outcomes.csv carries accuracy, localization F1 and its two halves, and the timing stages — mean, sd, se, median and quartiles per cell.

Exported 2026-08-14T05:06:12.478Z · 217 rows · 43 participants.

Conditions

Every participant sees both arms, interleaved task by task:

nongrounding — the agent reports an answer with no evidence attached.
grounding — the same claims, with citations into the page and saved image crops.

Task selection

Some tasks are excluded from their card by default. The figures and these files use the same selection, so they agree with the dashboard:

Facet	Left out	Why
Find × Text	MARS-v1	a disputed answer key
Find × Visual	MUFC-V1, PEDANT-V1	two runs whose grounded locate time is ~14× the others while accuracy and localization stay flat
Guide × Text	gv2-ed05a7b6-kk24zp, gv2-ms9iw0pq-5kj5zr, gv2-msf02a2n-88li4p, gv2-msf5mo9m-qm5brt	three duplicate re-recordings, plus both recordings of the New York goal
Guide × Visual	gv2-msf1pyqv-omt0hz	a run whose ground truth blames one step under two error types, so no participant can score it in full

What is not here

Participants' free-text notes are omitted, and session ids are replaced with a per-export participant integer. Both are deliberate: the notes are the only column that can carry something about a person rather than about a task.

Scoring

Localization quality is F1. For Find it is over the passages picked; for Guide it is the mean of an F1 over the error types named and an F1 over the steps blamed, with a correct "no error" scoring in full on a run that contains none. A null precision means the participant predicted nothing, which is zero true positives, so its F1 is 0 rather than missing.

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