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Can ChatGPT Be Served as the Sentiment Expert? An Evaluation of ChatGPT on Sentiment and Metaphor Analysis
ZHANG Yazhou, WANG Mengyao, RONG Lu, YU Yang, ZHAO Dongming, QIN Jing
Acta Scientiarum Naturalium Universitatis Pekinensis    2024, 60 (1): 43-52.   DOI: 10.13209/j.0479-8023.2023.075
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To explore the potential for subjective understanding, the subjectivity and metaphorical nature of ChatGPT, this paper evaluates ChatGPT on five sentiment, humor, and metaphor benchmark datasets and discusses its strengths and limitations on different tasks by comparing it with the most cutting-edge models in the field. In addition, this paper also compares the performance of ChatGPT and humans in sentiment analysis, with gaps of 9.52%, 16.64% and 6.69% in human results on sentiment, humor and metaphor tasks. The results suggest that although ChatGPT achieves the best performance in dialogue generation, it still has potential for improvement in sentiment understanding. Finally, this paper investigates ChatGPT’s sensitivity to cueing templates in an emotion understanding scenario by improving the cueing templates.
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Discussion on the Seismogenic Structure of Qianguo Earthquake of 1119 AD
SHAO Bo, SHEN Jun, HOU Guiting, YU Xiaohui, DAI Xunye, YU Yang
Acta Scientiarum Naturalium Universitatis Pekinensis    2020, 56 (1): 135-142.   DOI: 10.13209/j.0479-8023.2019.111
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Based on the full collection and textual research on the basis of predecessors’ research results, as well as analysis in-depth of the implicit constraint conditions of the historical earthquake, we study the epicenter of the earthquake location and seismogenic structure, through three-dimensional petrolic geophysical data, the shallow geophysical prospecting and the joint drilling detection, as well as the seismic geological and geomorphic survey. At the same time in the process of detection, within the scope of influence of Qianguo Earthquake of 1119 AD, we found the greatest Late Pleistocene active fault in the zone, named Gudian Fault. The fault is about 66 km long on the seismic profiles from petroleum exploration and consists of two continuous arcs. The buried depth of the fault breakpoint is shallower than 24 m. Through earthquake risk assessment, we judge that the Gudian Fault is most likely the seismogenic structure of the Qianguo earthquake of 1119 AD.
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Research of Carrying Capacity on Resource and Environment in Core Cities of Central Henan Urban Agglomeration
YU Yang, HAN Peng, YANG Nan, LI Xiaolei, GUO Yunhao
Acta Scientiarum Naturalium Universitatis Pekinensis    2018, 54 (2): 407-414.   DOI: 10.13209/j.0479-8023.2017.160
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By analyzing the characteristic of urban agglomeration areas, proposing that considering the mobility of resource is essential in researching carrying capacity, the research used core cities of Central Henan urban agglomeration as cases to study, referencing press-state-response model to build the target system of carrying capacity, considering resource supply and consumption & environmental pollution and treatment, using AHP method to evaluate. Reliant exponential is used to evaluate the dependence severity. The result shows that according to the comparison of two results considering resource fluidity or not in Zhengzhou in 2004?2014, only considering resource fluidity can reflect the real condition of an area. Core cities of Central Henan urban agglomeration are short of water and energy resources but are enough to use with the supply of external resources. The orders of the carrying capacity index on resource and environment are Luohe, Xuchang, Xinxiang, Zhengzhou, Jiyuan, Jiaozuo, Luoyang, Pingdingshan and Kaifeng. According to the reliant exponential of external resources, grain resources in these nine cities are self-sufficiency. External energy resources are needed in Kaifeng, Xinxiang, etc. External water resources are needed in Zhengzhou, Kaifeng, etc. More external water resources are needed than external water resources.

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Effects of Warming and Altered Precipitation on Soil Physical Properties
and Carbon Pools in a Tibetan Alpine Grassland
Xinyu YANG, Li LIN, Ying LI, Jinsheng HE
Acta Scientiarum Naturalium Universitatis Pekinensis    2017, 53 (4): 765-774.   DOI: 10.13209/j.0479-8023.2017.086
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The authors conducted experiments to simulate warming and alter precipitation since 2011, and investigated soil physical properties (soil particle size and pH) and carbon pools (soil total carbon (STC), soil organic carbon (SOC), soil extractable organic carbon (EOC) and microbial biomass carbon (MBC)) in July 2013. The results showed that warming significantly increased soil temperature and decreased soil moisture at the depths of 0-20 cm, and altered precipitation affected soil moisture at 0-20 cm depth, but had no influence on soil temperature. At the depth of 0-10 cm, warming significantly increased SMBC; increased precipitation significantly reduced EOC content and elevated MBC content; decreased precipitation significantly decreased soil sandy proportion, MBC content and increased soil clay proportion and EOC content. At the depth of 10-20 cm, increased precipitation led a reduction on EOC content. The interactions of warming and altered precipitation on soil indexes were not detected. The pattern of soil properties was changed mainly by altered precipitation, not warming, according to the results of PCA. The results suggest that given precipitation will be continuously increased in the future, increased precipitation may lead a reduction in soil clay proportion and EOC content in the topsoil, and subsequently affect plant primary production and micrbial communities in this region.

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