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The dataset generation failed
Error code: DatasetGenerationError
Exception: ArrowInvalid
Message: JSON parse error: Invalid value. in row 0
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 174, in _generate_tables
df = pandas_read_json(f)
^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 38, in pandas_read_json
return pd.read_json(path_or_buf, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/.venv/lib/python3.12/site-packages/pandas/io/json/_json.py", line 791, in read_json
json_reader = JsonReader(
^^^^^^^^^^^
File "/src/services/worker/.venv/lib/python3.12/site-packages/pandas/io/json/_json.py", line 905, in __init__
self.data = self._preprocess_data(data)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/.venv/lib/python3.12/site-packages/pandas/io/json/_json.py", line 917, in _preprocess_data
data = data.read()
^^^^^^^^^^^
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/utils/file_utils.py", line 813, in read_with_retries
out = read(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "<frozen codecs>", line 322, in decode
UnicodeDecodeError: 'utf-8' codec can't decode byte 0x89 in position 0: invalid start byte
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/builder.py", line 1815, in _prepare_split_single
for _, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 691, in wrapped
for item in generator(*args, **kwargs):
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 177, in _generate_tables
raise e
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 151, in _generate_tables
pa_table = paj.read_json(
^^^^^^^^^^^^^^
File "pyarrow/_json.pyx", line 342, in pyarrow._json.read_json
File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
pyarrow.lib.ArrowInvalid: JSON parse error: Invalid value. in row 0
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1450, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 993, in stream_convert_to_parquet
builder._prepare_split(
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
query-id
string | query
string | answer
string | category
string | answer_type
string | human_eval
int64 | from_pages
string | bboxes
dict | img_paths
dict |
|---|---|---|---|---|---|---|---|---|
11463b6562c6ba2afde67a29bca314452ea9a2e0_125.png-3
|
根据国电电力发展股份有限公司2007年6月30日母公司资产负债表数据，计算总资产与所有者权益总计之间的比例关系，此结果是什么？
|
比例约为1.70
|
表-数值计算
|
短答案
| 1
|
125
|
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|
11463b6562c6ba2afde67a29bca314452ea9a2e0_143.png-3
|
依据国电电力发展股份有限公司公开增发A股招股意向书，在2004年12月31日至2007年6月30日期间，公司总负债金额的总增长率是多少？
|
77.40%。
|
表-数值计算
|
短答案
| 4
|
143
|
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|
12月25日东方财富财经晚报（附新闻联播） _ 东方财富网_1.png-2
|
根据东方财富财经晚报，在2024年12月25日市场表现中，哪个指数在收盘时表现最为积极？
|
科创50指数在收盘时表现最为积极，涨幅达到0.33%。
|
表-比较排序
|
短答案
| 0
|
1
|
{
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{
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}
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{
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|
12月需求创新高2024年智驾迎拐点比亚迪发力_15.png-2
|
有关2024年11月A00级轿车、A/B/C级SUV的批发销售情况，在A00级新车、A/B/C级SUV中，哪个车型的环比增长率最高？
|
A00级新车
|
表-比较排序
|
短答案
| 1
|
15
|
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12月需求创新高2024年智驾迎拐点比亚迪发力_multipage_21-30.png-1
|
开源证券行业深度报告中，如何分析2023年11月不同电动车品牌在新能源车市场的表现？
|
通过销售数据，可以看出比亚迪、特斯拉、吉利等在11月的销售额表现优异比亚迪的销售表现尤为突出。具体表现在SUV及跨界车型的显著增长。
|
图-跨页面
|
长答案
| 3
|
20,21,22,23,24
|
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2017-2018中国互联网金融行业舆情监测分析报告_21.png-2
|
根据2017-2018年互联网金融行业舆情监测分析，请分析哪几个月份套路贷的搜索指数出现明显峰值，可能是什么原因导致的？
|
套路贷的搜索指数在2018年1月、4月和5月出现明显峰值。这可能是因为1月有借贷高峰，很多人在年初进行金钱周转，导致搜索热度上升；4月和5月可能是因为与一些负面新闻报道相关，引发公众关注和讨论。
|
图-时间敏感
|
长答案
| 5
|
21
|
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|
2017-2018中国互联网金融行业舆情监测分析报告_multipage_21-30.png-1
|
结合套路贷和网贷催收的媒介报道情感比例，分析这两者在公众眼中的声誉有何不同？
|
套路贷的负面报道占比为53.9%，而网贷催收的负面报道占比为33.6%。这表明在公众眼中，套路贷的声誉更差，而网贷催收则有相对较高的中立报道比例（55.1%）。
|
文本-跨页面
|
长答案
| 4
|
22,23
|
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|
2017中国餐饮市场金融服务_14.png-1
|
在餐饮市场金融服务产品沿着产业链逆向发展的分析中，沿产业链方向，如何描述上游融资服务、下游供应链金融、众筹、ERP、支付等金融服务产品的成熟度变化趋势？
|
沿产业链方向，上游融资服务、下游供应链金融、众筹、ERP、支付成熟度呈现逐步提高的趋势，其中支付的成熟度为非常高，众筹为高，而下游供应链金融为低。
|
图-时间敏感
|
长答案
| 3
|
14
|
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20180326-平安证券-策略专题：CDR详析，拥抱新经济，迎接独角兽_10.png-1
|
在2017年亚太地区DR交易金额和项目数分析中，哪些子行业的DR交易金额在2015年实现了增长?
|
互联网软件及服务，互联网及零售
|
图-信息提取
|
短答案
| 0
|
10
|
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|
2018中国家庭金融市场专题分析_7.png-1
|
有关2018年家庭用户投资理财产品的选择，各种产品的占比情况如何？请详细描述。
|
2018年家庭用户投资理财产品中，银行理财占比34.88%，货币基金占比30.25%，互联网理财产品占比23.26%，信托占比5.33%，理财型保险占比3.33%，其他占比1.35%，众筹占比1.33%，券商集合理财占比0.28%。
|
图-信息提取
|
长答案
| 5
|
7
|
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|
2020年中国原创财经新媒体案例研究报告_11.png-1
|
关于2020年1-10月中国原创财经新媒体移动端用户规模中提到的不同时间段的移动端用户数量，请问2020年8月到9月间的用户增加量是多少？
|
18万。
|
图-数值计算
|
短答案
| 3
|
11
|
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|
2020年中国原创财经新媒体案例研究报告_36.png-3
|
在第一财经用户的购房面积分布中，61-90平米与91-120平米的已购房占比分别是多少？哪一种房屋面积的已购房占比更高？
|
在第一财经用户中，61-90平米的已购房占比为21.1%，而91-120平米的已购房占比为51.1%。显然，91-120平米的房屋面积已购房占比更高。
|
表-比较排序
|
长答案
| 0
|
36
|
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2020年中国地摊经济行业研究报告_12.png-1
|
根据地摊经济产业链的速冻食品销售研究，2018年中国速冻食品行业的产量达到多少万吨？
|
1035万吨
|
图-信息提取
|
短答案
| 4
|
12
|
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2020年中国地摊经济行业研究报告_17.png-1
|
有关2014-2020年5月中国日用品类零售额情况，哪个年份占商品零售总额比重最低？
|
2018年，1.59%
|
图-信息提取
|
短答案
| 4
|
17
|
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|
2020银发经济洞察报告_26.png-1
|
2020年5月银发人群在移动购物行业中，哪个应用的活跃渗透率最高？
|
手机淘宝活跃渗透率最高，为42.3%。
|
图-信息提取
|
短答案
| 5
|
26
|
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2021-03-23__苏州科达科技股份有限公司__603660__苏州科达__2020年__年度报告_107.png-2
|
根据苏州科达科技股份有限公司2020年度报告中，应收账款表格部分，1至2年和2至3年的期末账面余额之和是多少？
|
395,640,347.83元。
|
表-数值计算
|
短答案
| 0
|
107
|
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|
2021-03-23__苏州科达科技股份有限公司__603660__苏州科达__2020年__年度报告_110.png-2
|
依据苏州科达科技股份有限公司2020年度报告，关于应收账款融资的数据，请计算期末余额与期初余额的差额。
|
期末余额是51,185,418.66元，期初余额是8,557,095.63元，减少了42,628,323.03元。
|
表-数值计算
|
短答案
| 0
|
110
|
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2021-03-23__苏州科达科技股份有限公司__603660__苏州科达__2020年__年度报告_153.png-1
|
在苏州科达科技股份有限公司的2020年度报告中，列出期末所有外币余额转换成人民币后的总额是多少？
|
期末折算人民币余额的总额为352,492.45元（货币资金20,141,931.84+应收账款8,552,712.47-应付账款20,188,766.52-其他应付款352,492.45）。
|
表-数值计算
|
短答案
| 0
|
153
|
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2021-03-23__苏州科达科技股份有限公司__603660__苏州科达__2020年__年度报告_70.png-1
|
在苏州科达科技股份有限公司2020年度报告中，有关合并资产负债情况，2020年12月31日和2019年12月31日的货币资金相比，增长了多少？
|
增长了282,160,964.85元
|
表-数值计算
|
短答案
| 0
|
70
|
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|
2021年香港银行业报告_62.png-2
|
2021年香港银行业的业绩排名中，对于有限制牌照银行，税后净利润排名第五的银行是？
|
开泰银行（大众）有限公司
|
表-比较排序
|
短答案
| 0
|
62
|
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|
2021年香港银行业报告_7.png-1
|
对于2020年的香港十大本地注册持牌银行，恒生银行的净息差为多少？
|
1.73%
|
图-信息提取
|
短答案
| 0
|
7
|
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2021-04-16__四川明星电力股份有限公司__600101__明星电力__2020年__年度报告_118.png-2
|
在四川明星电力股份有限公司2020年度报告中，有关按坏账计提方法分类披露，计算无风险组合未计提坏账准备的应收账款的账面余额从期初到期末的变化是多少？
|
减少金额1,116,451.93元。
|
表-数值计算
|
短答案
| 0
|
118
|
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2021-04-16__四川明星电力股份有限公司__600101__明星电力__2020年__年度报告_160.png-2
|
在四川明星电力股份有限公司2020年度报告中，2020年投资收益相比上期减少了多少元？
|
4,971,948.3元。
|
表-数值计算
|
短答案
| 0
|
160
|
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|
2021-04-16__四川明星电力股份有限公司__600101__明星电力__2020年__年度报告_22.png-1
|
在四川明星电力股份有限公司2020年度报告，有关公司负债情况，少数股东权益在2020年的相较于上一年度的变化比例是多少？
|
198.56%
|
表-数值计算
|
短答案
| 0
|
22
|
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|
2021-04-16__四川明星电力股份有限公司__600101__明星电力__2020年__年度报告_72.png-1
|
在2020年度明星电力年报中，负债和所有者权益总计在2019年和2020年的变化趋势如何？
|
从2019年到2020年，负债和所有者权益总计从2,936,563,003.83增加到2,961,672,401.22，增加了25,109,397.39，呈现增长趋势。
|
表-数值计算
|
长答案
| 1
|
72
|
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12月需求创新高2024年智驾迎拐点比亚迪发力_33.png-3
|
在开源证券行业深度报告中，分析2023年7月到2024年9月期间理想L8车型在高阶智驾领域的市占率变化趋势。请详细描述其市占率的波动。
|
开源证券行业深度报告显示，理想L8从2023年7月开始市占率持续上涨，从2023年7月的10%左右上涨到2024年9月的接近60%。
|
图-时间敏感
|
长答案
| 3
|
33
|
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12月需求创新高2024年智驾迎拐点比亚迪发力_9.png-2
|
根据“12月需求创新高2024年智驾迎拐点比亚迪发力的报道”，比亚迪与Momenta合作的具体领域和成果是什么？
|
比亚迪与Momenta联合在自动驾驶领域进行合作，包括自主驾驶技术的研发及应用，如在汉、海豚等多款车型中实现成果。此外，双方还合作在方程豹新车型上进行自动驾驶技术的扩展。
|
文本推理
|
长答案
| 0
|
9
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|
2017中国餐饮市场金融服务_5.png-1
|
关于餐饮行业对推动消费增长的图表，请问2011至2016年，哪一年餐饮收入增长率最低？餐饮收入增长率的趋势如何变化？
|
2014年餐饮收入增长率最低，为8.96%。从2011到2016年，餐饮收入增长率总体呈下降趋势。
|
图-信息提取
|
长答案
| 0
|
5
|
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|
20180326-平安证券-策略专题：CDR详析，拥抱新经济，迎接独角兽_24.png-3
|
从2017产业互联网领域可能受益企业来看，位于杭州的企业中估值最高的是哪个企业？
|
蚂蚁金服
|
表-比较排序
|
短答案
| 3
|
24
|
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2018年中国金融科技发展现状研究—以爱财集团为例_9.png-3
|
中国线上信贷在今年迎来爆发期的文档中预测2017年至2020年线上信贷交易规模的增幅是多少亿？
|
290499亿。
|
图-数值计算
|
短答案
| 1
|
9
|
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2020年中国地摊经济行业研究报告_13.png-3
|
根据2020年中国地摊经济行业研究报告，2014-2020年5月中国饮料类零售额的变化趋势是怎样的？
|
从2014年到2020年5月，中国饮料类的零售额总体呈先升后降趋势，从2017年的高峰2274亿下降到2020年5月的819亿。
|
图-时间敏感
|
长答案
| 0
|
13
|
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|
2020年中国金融行业数字化发展专题洞察_31.png-2
|
2019年Q1到2020年Q3期间，普通性小微企业贷款占比最高的是在什么时间段？
|
普通性小微企业贷款占比最高的是在2020年Q3，占比为35.1%。
|
图-时间敏感
|
长答案
| 3
|
31
|
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2020年中国金融行业数字化发展专题洞察_32.png-2
|
在创新代理记账模式助推代理记账市场加速发展中，描述市场活跃率自2012年至2019年的变化趋势是什么？
|
从2012年至2019年，市场活跃率整体呈现出逐渐下降趋势，从2012年的21.8%下降到2019年的18.7%。尽管2018年市场活跃率略有回升至17.9%，但整体趋势依然是向下的。
|
图-时间敏感
|
长答案
| 5
|
32
|
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2020年疫情下中国新经济产业投资研究报告_11.png-2
|
根据mUserTracker-学而思网校总独立设备数在疫情前后城市等级结构变化情况，疫情后的中低线城市占比增加了多少百分点？
|
疫情后的中低线城市占比增加了12.7个百分点（44% - 31.3% = 12.7%）。
|
图-数值计算
|
短答案
| 3
|
11
|
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2021-04-16__四川明星电力股份有限公司__600101__明星电力__2020年__年度报告_multipage_147-148.png-2
|
在四川明星电力股份有限公司2020年年度报告中，有关其他应付款的期末余额，“代收代缴基金、污水处理费、水资源费、税金等”和“工程扣款及尾款”的总和是多少？
|
其他应付款下，代收代缴基金、污水处理费、水资源费、税金等期末余额为41,061,667.51元，工程扣款及尾款期末余额为13,376,404.42元，合计为54,438,071.93元。
|
表-跨页面
|
长答案
| 1
|
147,148
|
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2021-04-16__四川明星电力股份有限公司__600101__明星电力__2020年__年度报告_multipage_61-70.png-3
|
分析四川明星电力股份有限公司2020年年度报告中的合并财务报表的流动负债和非流动负债的变化。
|
流动负债从609,983,587.66增加到721,091,521.10元,增加主要来自应付账款和一年内到期的非流动负债。非流动负债从327,031,829.78减少到248,880,787.39,主要来源于长期借款的减少。
|
表-跨页面
|
长答案
| 0
|
67,68,69
|
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|
2021-04-16__德尔未来科技控股集团股份有限公司__002631__德尔未来__2020年__年度报告_170.png-1
|
依据德尔未来科技控股集团股份有限公司2020年度报告，厦门烯成石墨烯科技有限公司在商誉减值准备中的期初余额和本期增加金额的总和是多少？
|
184,251,482.14元
|
表-数值计算
|
短答案
| 4
|
170
|
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|
2021中国数字经济50条判断_84.png-3
|
根据甲子引力对2021中国数字经济的判断，从2020年到2021年，企业数字化实践预算总额占公司年收入的4%百分比区间的企业数量增长率百分之多少？
|
103.88%
|
图-数值计算
|
短答案
| 4
|
84
|
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|
2021年的全球经济与中国经济_11.png-2
|
2011年至2020年中标普500的指数峰值何时出现？
|
2020年
|
图-信息提取
|
短答案
| 4
|
11
|
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|
2021年的全球经济与中国经济_6.png-2
|
在2021年的全球经济与中国经济中，有关不确定、不平衡的全球经济回复问题，IMF在2020年10月分进行了预测，根据预测结果，2021年拉丁美洲及加勒比地区经济增长率较2020年变化了多少百分比？
|
11.7个百分点
|
图-数值计算
|
短答案
| 5
|
6
|
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|
2022中国区域金融运行报告_12.png-2
|
依据2021年社会融资规模的整体分析，政府债券净融资同比减少的数值为多少？
|
政府债券净融资同比减少为1.3万亿元。
|
文本推理
|
短答案
| 1
|
12
|
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2022中国新能源汽车行业投资机会观察_14.png-2
|
根据电机系统发展趋势，2019年至2020年第三方供应商在市场层面的占有率降低了多少个百分点？
|
7.4个
|
图-数值计算
|
短答案
| 4
|
14
|
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2022中国新能源汽车行业投资机会观察_9.png-2
|
在电动车和插电混动乘用车之间，2030年中国市场哪个类型的车所占比例更高？
|
纯电动乘用车，比例为90%。
|
图-信息提取
|
短答案
| 1
|
9
|
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|
2022第二季度中国货币政策执行报告_26.png-3
|
有关2022年上半年末的信贷结构，相比2019年末的结构，房地产贷款的增长率是多少？
|
-1.14%
|
图-数值计算
|
短答案
| 2
|
26
|
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|
2022第二季度中国货币政策执行报告_42.png-2
|
有关主要发达经济体宏观经济金融指标，在2022年第一季度和第二季度中，哪一个月份元区的失业率较低？
|
2022年4、5、6月欧洲区的失业率较低，均为6.6%。
|
表-比较排序
|
短答案
| 0
|
42
|
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|
2022金融行业薪酬趋势报告（上半年）_11.png-1
|
在2020年至2022年期间，在招聘技能中，销售类和支持类岗位占比的趋势是怎样变化的？
|
在2020年至2022年期间，销售类岗位占比从2020年的36.1%下降到2022年的34.5%，呈现出略微下降的趋势。支持类岗位占比则从2020年的34.9%下降到2021年再到2022年的29.5%。
|
图-时间敏感
|
长答案
| 4
|
11
|
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|
2022金融行业薪酬趋势报告（上半年）_12.png-1
|
2022年金融行业招聘区域中哪个地区的招聘量最高？
|
华东地区的招聘量最高。
|
图-信息提取
|
短答案
| 0
|
12
|
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|
2024年中国银行业调查报告_41.png-3
|
在2024年中国银行业理财市场报告中，六大银行的净息差在2018到2023年期间有什么明显的趋势变化？
|
自2018年起，国有六大商业银行的净息差开始普遍下降，尤其是交行和邮储银行的净息差降幅明显，表明各大银行面临着不断加剧的市场竞争和利润空间压缩的挑战。
|
图-时间敏感
|
长答案
| 1
|
41
|
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|
思看科技(杭州)股份有限公司科创板IPO上市招股说明书_302.png-3
|
根据思看科技股份有限公司科创板IPO上市招股说明书，对比2022年同期行业的综合毛利率，公司相较于平均值高出多少？
|
21.55%。
|
表-数值计算
|
短答案
| 0
|
302
|
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|
财经2024年9期_37.png-1
|
中国央行货币金储备量在2020年1月至2024年3月的增长趋势如何？
|
持续增长，显示出明显的上升趋势。
|
图-时间敏感
|
短答案
| 4
|
37
|
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中国银行全球经济金融展望报告（2025年）：经济增长不确定性加大，货币政策进入降息周期_21.png-3
|
在全球经济金融展望报告中，2021年欧元区实际GDP增速贡献率比前一年高百分之多少？
|
12.30%
|
图-数值计算
|
短答案
| 4
|
21
|
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《中国经济观察》_16.png-2
|
分析2019-2020高技术产业投资累计同比变化趋势，累计同比增长率为负的是哪几年？
|
2020年
|
图-时间敏感
|
短答案
| 4
|
16
|
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《中国经济观察》_23.png-2
|
在央行季度城镇储户问卷的研究中，2017年至2023年期间，更偏向“储蓄”而非“消费”的趋势是如何变动的？
|
2017年至2023年，储户问卷调查中“更多储蓄占比”呈现出逐步上升的趋势，从约40%上升至接近60%，而“更多消费占比”则在同期有所下降。这表明在该时间段内，居民的储蓄意愿相对增强，消费意愿降低。
|
图-时间敏感
|
长答案
| 4
|
23
|
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|
《中国经济观察》_35.png-2
|
根据2018年至2023年美元指数和人民币即期汇率的走势，请分析这段时间内美元指数的整体变化趋势。
|
从2018年至2023年，美元指数和人民币即期汇率之间呈现出反向变化的趋势，美元指数在2020年有下降趋势，但后续出现上升，并在2023年达到较高水平。
|
图-时间敏感
|
长答案
| 0
|
35
|
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《中国经济观察》_50.png-2
|
2023年6月19日起，国务院办公厅印发《关于进一步构建高质量充电基础设施体系的指导意见》，分析近年来充电基础设施保有量和新能源汽车保有量有怎样的变化趋势？
|
自2014年以来，我国的新能源汽车保有量和充电基础设施保有量均呈现显著的增长趋势，并在2018年后更为明显。两者的增长曲线都在逐年加速上升，尤其是新能源汽车保有量的增长更为迅速，到2022年达到了相当高的水平。
|
图-时间敏感
|
长答案
| 2
|
50
|
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《中国经济观察》_54.png-2
|
在2021年R&D经费TOP 10省市中，北京排第几？
|
第三
|
图-信息提取
|
短答案
| 1
|
54
|
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《财富》世界+500+强企业经营新动态、影响及建议_11.png-1
|
在主要跨国金融机构2023年投行业务收入中，摩根大通比美国银行投行业务收入高多少(百万美元)？
|
787（百万美元）
|
表-数值计算
|
短答案
| 1
|
11
|
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|
【宏观洞见】5月份社零同比增长3.7%，多因素带动消费市场恢复向好 - 中国金融信息网_3.png-2
|
根据2024年1-5月商品零售各类别消费品同比增速判断，2024年5月同比增速最快的消费品类是什么？
|
体育、娱乐用品
|
表-比较排序
|
短答案
| 2
|
3
|
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【新华500】新华500指数（989001）23日跌0.09% - 中国金融信息网_1.png-3
|
根据【新华500】2024年12月23日的情况，计算该日期的最高点与最低点的指数变化幅度是多少？
|
43.03点
|
图-数值计算
|
短答案
| 2
|
1
|
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2022中国区域金融运行报告_23.png-2
|
根据西部地区经济运行情况，2000年至2021年西部地区生产总值及其增长率的变化趋势是怎样的？
|
整体趋势是经济活动增长，地区生成总值快速上升，增长率在2006年附近达到最高值后逐渐下降。
|
图-时间敏感
|
长答案
| 2
|
23
|
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2024年A股IPO减速！募资额创近十年新低 最赚钱新股出炉 _ 东方财富网_12.png-3
|
根据历年港股市场再融资的数据，2017到2019的再融资募资额变化趋势是怎样的？
|
持续下降
|
图-时间敏感
|
短答案
| 0
|
12
|
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End of preview.
FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain
🤗 Code 📄 Paper
Overview
FinRAGBench-V is a comprehensive benchmark for visual retrieval-augmented generation (RAG) in finance, addressing the challenge that most existing financial RAG research focuses predominantly on text while overlooking rich visual content in financial documents. By integrating multimodal data and providing visual citation, FinRAGBench-V ensures traceability and supports robust evaluation of Multimodal Large Language Models (MLLMs).
📂 Dataset Structure
The dataset is organized into the following components:
pdf_for_QA/
Contains the collected PDF documents (Chinese and English), serving as raw source files.corpus/
Each PDF was split page by page into images. These page-level images form the retrieval corpus.queries/
QA dataset in JSON format. Each entry includes:query-id: Unique identifier, based on PDF name + page(s) + suffix.
(You can ignore the format; officialqrelsprovide mapping tocorpus-id.)query: Natural language question.answer: Ground-truth answer.category: Task category (see Task Categories).answer_type: Eitherlongorshort.from_pages: Source page indices in the original PDF.
qrels/
Relevance judgments (.tsvfiles) mapping betweenquery-idandcorpus-idfor retrieval evaluation.citation_labels/The 200 sampled images with human annotated citations in relative coordinates.
🏷️ Task Categories
The dataset covers diverse financial multimodal reasoning tasks, including:
| Task Category | Description | Example |
|---|---|---|
| Text Inference | Information extraction and summarization from text | Deriving insights or identifying financial data |
| Chart-Information Extraction | Extracting metrics from charts | Percentage of a sector in a pie chart |
| Chart-Numerical Calculation | Numerical reasoning over charts | Computing interest rate changes |
| Chart Time-Sensitive | Time-based analysis of charts | Identifying events, trends, peaks, or troughs |
| Table-Numerical Calculation | Quantitative reasoning over table data | Summing costs, computing changes |
| Table-Compare and Sort | Ranking and comparison tasks | Highest/lowest values across entities |
| Multipage | Cross-page reasoning (Chart-Multipage, Table-Multipage, Text-Multipage) | truncated tables, multi-chart synthesis |
⚡ Key Features
- Multilingual (Chinese & English) financial domain data.
- Multimodal (text, tables, charts).
- Large retrieval corpus with QA pairs.
- Fine-grained task categories for multimodal reasoning evaluation.
📑 Citation
If you use this dataset, please cite:
@article{zhao2025finragbench,
title={FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain},
author={Zhao, Suifeng and Jin, Zhuoran and Li, Sujian and Gao, Jun},
journal={arXiv preprint arXiv:2505.17471},
year={2025}
}
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