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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 9 new columns ({'Evidence Recall@100', 'Link', 'Evidence nDCG@10', 'Gold nDCG@10', 'Gold Recall@5', 'Evidence Recall@5', 'Gold Recall@100', 'Evidence Recall@1000', 'Gold Recall@1000'}) and 12 missing columns ({'LLM', 'Open Weights?', 'Submittor Link', 'LLM Link', 'Retriever Link', 'Accuracy (GPT-4.1 Judge)', 'Recall (%)', 'Calibration Error (%)', 'Search Calls', 'Scaffold', 'Accuracy (%)', 'Model Size (B)'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Tevatron/BrowseComp-Plus-results/retriever_results.csv (at revision 639135be980ad186d097151453f6de9ad08a567a), [/tmp/hf-datasets-cache/medium/datasets/61556840630835-config-parquet-and-info-Tevatron-BrowseComp-Plus--3c577719/hub/datasets--Tevatron--BrowseComp-Plus-results/snapshots/639135be980ad186d097151453f6de9ad08a567a/agent_results.csv (origin=hf://datasets/Tevatron/BrowseComp-Plus-results@639135be980ad186d097151453f6de9ad08a567a/agent_results.csv), /tmp/hf-datasets-cache/medium/datasets/61556840630835-config-parquet-and-info-Tevatron-BrowseComp-Plus--3c577719/hub/datasets--Tevatron--BrowseComp-Plus-results/snapshots/639135be980ad186d097151453f6de9ad08a567a/retriever_results.csv (origin=hf://datasets/Tevatron/BrowseComp-Plus-results@639135be980ad186d097151453f6de9ad08a567a/retriever_results.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/python3.12/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 675, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
Retriever: string
Evidence nDCG@10: double
Evidence Recall@5: double
Evidence Recall@100: double
Evidence Recall@1000: double
Gold nDCG@10: double
Gold Recall@5: double
Gold Recall@100: double
Gold Recall@1000: double
Link: string
Evaluation Date: string
Submitted By: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1803
to
{'LLM': Value('string'), 'Retriever': Value('string'), 'Submitted By': Value('string'), 'Scaffold': Value('string'), 'Accuracy (%)': Value('float64'), 'Recall (%)': Value('float64'), 'Search Calls': Value('float64'), 'Calibration Error (%)': Value('string'), 'Model Size (B)': Value('string'), 'Open Weights?': Value('string'), 'LLM Link': Value('string'), 'Retriever Link': Value('string'), 'Evaluation Date': Value('string'), 'Submittor Link': Value('string'), 'Accuracy (GPT-4.1 Judge)': Value('string')}
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 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1889, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
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 9 new columns ({'Evidence Recall@100', 'Link', 'Evidence nDCG@10', 'Gold nDCG@10', 'Gold Recall@5', 'Evidence Recall@5', 'Gold Recall@100', 'Evidence Recall@1000', 'Gold Recall@1000'}) and 12 missing columns ({'LLM', 'Open Weights?', 'Submittor Link', 'LLM Link', 'Retriever Link', 'Accuracy (GPT-4.1 Judge)', 'Recall (%)', 'Calibration Error (%)', 'Search Calls', 'Scaffold', 'Accuracy (%)', 'Model Size (B)'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Tevatron/BrowseComp-Plus-results/retriever_results.csv (at revision 639135be980ad186d097151453f6de9ad08a567a), [/tmp/hf-datasets-cache/medium/datasets/61556840630835-config-parquet-and-info-Tevatron-BrowseComp-Plus--3c577719/hub/datasets--Tevatron--BrowseComp-Plus-results/snapshots/639135be980ad186d097151453f6de9ad08a567a/agent_results.csv (origin=hf://datasets/Tevatron/BrowseComp-Plus-results@639135be980ad186d097151453f6de9ad08a567a/agent_results.csv), /tmp/hf-datasets-cache/medium/datasets/61556840630835-config-parquet-and-info-Tevatron-BrowseComp-Plus--3c577719/hub/datasets--Tevatron--BrowseComp-Plus-results/snapshots/639135be980ad186d097151453f6de9ad08a567a/retriever_results.csv (origin=hf://datasets/Tevatron/BrowseComp-Plus-results@639135be980ad186d097151453f6de9ad08a567a/retriever_results.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)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
LLM
string | Retriever
string | Submitted By
string | Scaffold
null | Accuracy (%)
float64 | Recall (%)
float64 | Search Calls
float64 | Calibration Error (%)
string | Model Size (B)
string | Open Weights?
string | LLM Link
string | Retriever Link
string | Evaluation Date
string | Submittor Link
null | Accuracy (GPT-4.1 Judge)
string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
GPT-4.1
|
BM25
|
BrowseComp-Plus
| null | 15.3
| 16.42
| 10.35
|
68.52
|
-
|
No
|
https://openai.com/index/gpt-4-1/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
14.58
|
GPT-4.1
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 36.39
| 36.89
| 8.67
|
53.79
|
-
|
No
|
https://openai.com/index/gpt-4-1/
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
35.42
|
o3
|
BM25
|
BrowseComp-Plus
| null | 50.48
| 56.64
| 25.93
|
14.48
|
-
|
No
|
https://openai.com/index/introducing-o3-and-o4-mini/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
49.28
|
o3
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 65.9
| 73.24
| 23.97
|
19.68
|
-
|
No
|
https://openai.com/index/introducing-o3-and-o4-mini/
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
63.49
|
Sonnet 4
|
BM25
|
BrowseComp-Plus
| null | 14.7
| 21.31
| 9.95
|
28.78
|
-
|
No
|
https://www.anthropic.com/news/claude-4
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
14.34
|
Sonnet 4
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 37.35
| 47.33
| 9.03
|
24.84
|
-
|
No
|
https://www.anthropic.com/news/claude-4
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
36.75
|
Opus 4
|
BM25
|
BrowseComp-Plus
| null | 15.54
| 22.96
| 11.22
|
22.30
|
-
|
No
|
https://www.anthropic.com/news/claude-4
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
15.54
|
Opus 4
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 36.75
| 50.84
| 10.24
|
12.33
|
-
|
No
|
https://www.anthropic.com/news/claude-4
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
36.14
|
Gemini 2.5 Flash
|
BM25
|
BrowseComp-Plus
| null | 16.27
| 21.45
| 10.56
|
28.51
|
-
|
No
|
https://arxiv.org/abs/2507.06261
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
15.54
|
Gemini 2.5 Flash
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 34.58
| 40.19
| 9.77
|
20.42
|
-
|
No
|
https://arxiv.org/abs/2507.06261
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
33.01
|
Gemini 2.5 Pro
|
BM25
|
BrowseComp-Plus
| null | 19.88
| 22.81
| 7.44
|
52.45
|
-
|
No
|
https://arxiv.org/abs/2507.06261
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
19.04
|
Gemini 2.5 Pro
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 29.52
| 35.31
| 6.04
|
44.25
|
-
|
No
|
https://arxiv.org/abs/2507.06261
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
28.67
|
Qwen3-32B
|
BM25
|
BrowseComp-Plus
| null | 3.61
| 3.12
| 0.92
|
58.17
|
32
|
Yes
|
https://arxiv.org/abs/2505.09388
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
3.49
|
Qwen3-32B
|
Qwen3-Embed-0.6B
|
BrowseComp-Plus
| null | 4.22
| 3.45
| 0.91
|
61.20
|
32
|
Yes
|
https://arxiv.org/abs/2505.09388
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
4.10
|
Qwen3-32B
|
Qwen3-Embed-4B
|
BrowseComp-Plus
| null | 8.07
| 6.2
| 0.89
|
61.17
|
32
|
Yes
|
https://arxiv.org/abs/2505.09388
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
7.83
|
Qwen3-32B
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 10.72
| 7.8
| 0.94
|
58.88
|
32
|
Yes
|
https://arxiv.org/abs/2505.09388
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
10.36
|
Qwen3-32B
|
ReasonIR
|
BrowseComp-Plus
| null | 9.28
| 7.59
| 0.91
|
56.08
|
32
|
Yes
|
https://arxiv.org/abs/2505.09388
|
https://arxiv.org/abs/2504.20595
|
Aug 8, 2025
| null |
9.16
|
SearchR1-32B
|
BM25
|
BrowseComp-Plus
| null | 4.11
| 2.61
| 1.78
|
-
|
32
|
Yes
|
https://arxiv.org/abs/2505.15117
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
3.86
|
SearchR1-32B
|
Qwen3-Embed-0.6B
|
BrowseComp-Plus
| null | 6.02
| 5.3
| 1.73
|
-
|
32
|
Yes
|
https://arxiv.org/abs/2505.15117
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
5.66
|
SearchR1-32B
|
Qwen3-Embed-4B
|
BrowseComp-Plus
| null | 9.28
| 7.9
| 1.68
|
-
|
32
|
Yes
|
https://arxiv.org/abs/2505.15117
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
9.40
|
SearchR1-32B
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 11.08
| 10.17
| 1.69
|
-
|
32
|
Yes
|
https://arxiv.org/abs/2505.15117
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
10.36
|
SearchR1-32B
|
ReasonIR
|
BrowseComp-Plus
| null | 9.31
| 8.37
| 1.74
|
-
|
32
|
Yes
|
https://arxiv.org/abs/2505.15117
|
https://arxiv.org/abs/2504.20595
|
Aug 8, 2025
| null |
9.43
|
oss-20b-low
|
BM25
|
BrowseComp-Plus
| null | 3.99
| 5.36
| 1.89
|
41.56
|
20
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
4.11
|
oss-20b-low
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 14.1
| 17.37
| 1.87
|
36.17
|
20
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
13.37
|
oss-20b-medium
|
BM25
|
BrowseComp-Plus
| null | 16.87
| 21.96
| 13.72
|
41.19
|
20
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
16.39
|
oss-20b-medium
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 30.48
| 41.31
| 13.64
|
35.49
|
20
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
29.88
|
oss-20b-high
|
BM25
|
BrowseComp-Plus
| null | 21.45
| 31.98
| 26.87
|
33.08
|
20
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
21.08
|
oss-20b-high
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 35.06
| 49.29
| 23.87
|
27.69
|
20
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
34.58
|
oss-120b-low
|
BM25
|
BrowseComp-Plus
| null | 9.76
| 8.54
| 2.06
|
43.70
|
120
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
9.52
|
oss-120b-low
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 25.54
| 22.5
| 2.21
|
40.37
|
120
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
24.94
|
oss-120b-medium
|
BM25
|
BrowseComp-Plus
| null | 24.58
| 27.02
| 9.73
|
45.70
|
120
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
23.73
|
oss-120b-medium
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 38.55
| 43.45
| 9.64
|
41.63
|
120
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
37.59
|
oss-120b-high
|
BM25
|
BrowseComp-Plus
| null | 29.16
| 35.5
| 19.45
|
45.92
|
120
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
28.67
|
oss-120b-high
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 44.1
| 52.63
| 18.35
|
39.32
|
120
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
42.89
|
GPT-5
|
BM25
|
BrowseComp-Plus
| null | 57.59
| 61.7
| 23.23
|
12.63
|
-
|
No
|
https://openai.com/index/introducing-gpt-5/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
55.90
|
GPT-5
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 71.69
| 78.98
| 21.74
|
9.58
|
-
|
No
|
https://openai.com/index/introducing-gpt-5/
|
https://arxiv.org/abs/2506.05176
|
Aug 8, 2025
| null |
70.12
|
kimi-k2-0711-preview
|
BM25
|
BrowseComp-Plus
| null | 14.58
| 15.43
| 14.9
|
69.41
|
1000
|
Yes
|
https://moonshotai.github.io/Kimi-K2/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 16, 2025
| null |
13.49
|
kimi-k2-0711-preview
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 35.42
| 38.38
| 11.22
|
53.51
|
1000
|
Yes
|
https://moonshotai.github.io/Kimi-K2/
|
https://arxiv.org/abs/2506.05176
|
Aug 16, 2025
| null |
34.22
|
DeepSeek-R1-0528
|
BM25
|
BrowseComp-Plus
| null | 8.56
| 7.58
| 2.71
|
62.47
|
685
|
Yes
|
https://api-docs.deepseek.com/news/news250528
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 16, 2025
| null |
8.44
|
DeepSeek-R1-0528
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 16.39
| 16.32
| 2.72
|
57.66
|
685
|
Yes
|
https://api-docs.deepseek.com/news/news250528
|
https://arxiv.org/abs/2506.05176
|
Aug 16, 2025
| null |
16.02
|
WebSailor-32B
|
BM25
|
BrowseComp-Plus
| null | 12.05
| 12
| 8.76
|
-
|
32
|
Yes
|
https://arxiv.org/pdf/2507.02592
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Sep 28, 2025
| null |
11.20
|
WebSailor-32B
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 27.59
| 29.3
| 8
|
-
|
32
|
Yes
|
https://arxiv.org/pdf/2507.02592
|
https://arxiv.org/abs/2506.05176
|
Sep 28, 2025
| null |
25.78
|
Tongyi-DeepResearch-30B-A3B
|
BM25
|
BrowseComp-Plus
| null | 33.98
| 46.83
| 32.92
|
-
|
30
|
Yes
|
https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Sep 28, 2025
| null |
33.37
|
Tongyi-DeepResearch-30B-A3B
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 44.46
| 62.32
| 30.37
|
-
|
30
|
Yes
|
https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/
|
https://arxiv.org/abs/2506.05176
|
Sep 28, 2025
| null |
44.10
|
FrugalRAG-Qwen7B
|
Qwen3-Embed-8B
|
FrugalRAG
| null | 20.46
| 23.57
| 7.95
|
73.67
|
7
|
No
|
https://arxiv.org/abs/2507.07634
|
https://arxiv.org/abs/2506.05176
|
Sep 22, 2025
| null |
-
|
GLM-4.6
|
BM25
|
BrowseComp-Plus
| null | 27.74
| 34.98
| 29.71
|
37.12
|
357
|
Yes
|
https://docs.z.ai/guides/llm/glm-4.6
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Oct 13, 2025
| null |
-
|
GLM-4.6
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 48.19
| 57.72
| 25.6
|
26.3
|
357
|
Yes
|
https://docs.z.ai/guides/llm/glm-4.6
|
https://arxiv.org/abs/2506.05176
|
Oct 13, 2025
| null |
-
|
Gemini 2.5 Flash
|
Mixedbread Search
|
Mixedbread
| null | 39.88
| 42.78
| 8.3
|
24.61
|
-
|
No
|
https://openai.com/index/introducing-gpt-5/
|
https://www.mixedbread.com/
|
Oct 22, 2025
| null |
38.19
|
GPT-5
|
Mixedbread Search
|
Mixedbread
| null | 74.1
| 80.29
| 21.22
|
11
|
-
|
No
|
https://openai.com/index/introducing-gpt-5/
|
https://www.mixedbread.com/
|
Oct 22, 2025
| null |
73.25
|
oss-120b-high
|
BM25
|
BrowseComp-Plus
| null | 29.16
| 35.5
| 19.45
|
45.92
|
120
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Aug 8, 2025
| null |
28.67
|
GPT-5
|
Mixedbread Search
|
Agentica
| null | 78.41
| 48.85
| 44.67
|
7.92
|
-
|
No
|
https://openai.com/index/introducing-gpt-5/
|
https://www.mixedbread.com/
|
Dec 11, 2025
| null |
77.11
|
oss-120b-high
|
BM25
|
BrowseComp-Plus
| null | 43.61
| 58.38
| 46.51
|
36.82
|
120
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Dec 31, 2025
| null | null |
oss-120b-high
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 56.99
| 74.7
| 41.86
|
29.05
|
120
|
Yes
|
https://openai.com/index/introducing-gpt-oss/
|
https://arxiv.org/abs/2506.05176
|
Dec 31, 2025
| null | null |
GLM-4.7
|
BM25
|
BrowseComp-Plus
| null | 33.25
| 45.97
| 41.55
|
16.9
|
358
|
Yes
|
https://z.ai/blog/glm-4.7
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Dec 26, 2025
| null | null |
GLM-4.7
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 50.18
| 68.69
| 35.32
|
13.2
|
358
|
Yes
|
https://z.ai/blog/glm-4.7
|
https://arxiv.org/abs/2506.05176
|
Dec 26, 2025
| null | null |
Tongyi-DeepResearch-30B-A3B
|
BM25
|
BrowseComp-Plus
| null | 36.87
| 43.02
| 17.91
|
-
|
30
|
Yes
|
https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/
|
http://trec.nist.gov/pubs/trec3/papers/city.ps.gz
|
Dec 27, 2025
| null | null |
Tongyi-DeepResearch-30B-A3B
|
Qwen3-Embed-8B
|
BrowseComp-Plus
| null | 51.93
| 60.51
| 17.14
|
-
|
30
|
Yes
|
https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/
|
https://arxiv.org/abs/2506.05176
|
Dec 27, 2025
| null | null |
GPT-5-mini
|
openJiuwen-deepsearch
|
openJiuwen
| null | 80
| 54.51
| 6.05
|
18.82
|
-
|
No
|
https://openai.com/index/introducing-gpt-5/
|
https://openjiuwen.com/
|
Nov 26, 2025
| null | null |
OpenResearcher
|
Qwen3-Embed-8B
|
OpenResearcher
| null | 60.92
| 75.77
| 41
|
27.59
|
30
|
Yes
|
https://github.com/TIGER-AI-Lab/OpenResearcher
|
https://arxiv.org/abs/2506.05176
|
Feb 12, 2026
| null | null |
null |
BM25
|
BrowseComp-Plus
| null | null | null | null | null | null | null | null | null |
Aug 8, 2025
| null | null |
null |
JinaColBERT-v2
|
BrowseComp-Plus
| null | null | null | null | null | null | null | null | null |
Sep 28, 2025
| null | null |
null |
Qwen3-0.6B
|
BrowseComp-Plus
| null | null | null | null | null | null | null | null | null |
Aug 8, 2025
| null | null |
null |
Qwen3-4B
|
BrowseComp-Plus
| null | null | null | null | null | null | null | null | null |
Aug 8, 2025
| null | null |
null |
Qwen3-8B
|
BrowseComp-Plus
| null | null | null | null | null | null | null | null | null |
Aug 8, 2025
| null | null |
null |
ReasonIR-8B
|
BrowseComp-Plus
| null | null | null | null | null | null | null | null | null |
Aug 8, 2025
| null | null |
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