metadata
dataset_info:
- config_name: bird
features:
- name: db_id
dtype: string
- name: question
dtype: string
- name: evidence
dtype: string
- name: SQL
dtype: string
- name: question_id
dtype: int64
- name: difficulty
dtype: string
splits:
- name: train
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num_examples: 6599
- name: validation
num_bytes: 2601311
num_examples: 6599
- name: test
num_bytes: 586056
num_examples: 1534
download_size: 2733604
dataset_size: 5788678
- config_name: cosql
features:
- name: question
dtype: string
- name: SQL
dtype: string
- name: db_id
dtype: string
- name: order
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- name: evidence
dtype: string
- name: difficulty
dtype: string
- name: question_id
dtype: string
splits:
- name: validation
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- name: test
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num_examples: 1007
- name: train
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num_examples: 2688
download_size: 643057
dataset_size: 1617984
- config_name: ddxplus
features:
- name: AGE
dtype: int64
- name: SEX
dtype: string
- name: INITIAL_EVIDENCE_ENG
dtype: string
- name: EVIDENCES_ENG
dtype: string
- name: PATIENT_PROFILE
dtype: string
- name: DIFFERENTIAL_DIAGNOSIS
dtype: string
- name: PATHOLOGY
dtype: string
- name: INITIAL_EVIDENCE
dtype: string
- name: EVIDENCES
dtype: string
splits:
- name: validate
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num_examples: 1372
- name: test
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num_examples: 1764
download_size: 1085173
dataset_size: 5915601
- config_name: ds_1000
features:
- name: prompt
dtype: string
- name: reference_code
dtype: string
- name: metadata
struct:
- name: problem_id
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- name: library_problem_id
dtype: int64
- name: library
dtype: string
- name: test_case_cnt
dtype: int64
- name: perturbation_type
dtype: string
- name: perturbation_origin_id
dtype: int64
- name: code_context
dtype: string
splits:
- name: test
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num_examples: 1000
download_size: 717348
dataset_size: 3143238
- config_name: hotpotqa_distract
features:
- name: id
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: type
dtype: string
- name: level
dtype: string
- name: supporting_facts
sequence:
- name: title
dtype: string
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- name: context
sequence:
- name: title
dtype: string
- name: sentences
sequence: string
splits:
- name: test
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dataset_size: 9249740
- config_name: spider
features:
- name: question
dtype: string
- name: SQL
dtype: string
- name: db_id
dtype: string
- name: question_id
dtype: int64
- name: evidence
dtype: string
- name: difficulty
dtype: string
splits:
- name: validation
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- name: test
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num_examples: 2147
- name: train
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num_examples: 4001
download_size: 763618
dataset_size: 2540547
- config_name: toolbench
features:
- name: query
dtype: string
- name: api_name
dtype: string
- name: api_desc
dtype: string
- name: api_input
dtype: string
splits:
- name: test
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dataset_size: 509646
configs:
- config_name: bird
data_files:
- split: train
path: bird/train-*
- split: validation
path: bird/validation-*
- split: test
path: bird/test-*
- config_name: cosql
data_files:
- split: validation
path: cosql/validation-*
- split: test
path: cosql/test-*
- split: train
path: cosql/train-*
- config_name: ddxplus
data_files:
- split: validate
path: ddxplus/validate-*
- split: test
path: ddxplus/test-*
- config_name: ds_1000
data_files:
- split: test
path: ds_1000/test-*
- config_name: hotpotqa_distract
data_files:
- split: test
path: hotpotqa_distract/test-*
- config_name: spider
data_files:
- split: validation
path: spider/validation-*
- split: test
path: spider/test-*
- split: train
path: spider/train-*
- config_name: toolbench
data_files:
- split: test
path: toolbench/test-*
- StreamBench paper link: https://arxiv.org/abs/2406.08747 (The links for the original raw datasets on StreamBench can be found in Appendix F)
- If you find our work helpful, please cite as:
@article{wu2024streambench,
title={StreamBench: Towards Benchmarking Continuous Improvement of Language Agents},
author={Wu, Cheng-Kuang and Tam, Zhi Rui and Lin, Chieh-Yen and Chen, Yun-Nung and Lee, Hung-yi},
journal={arXiv preprint arXiv:2406.08747},
year={2024}
}