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1. Are Structural Concepts Universal in Transformer Language Models? Towards Interpretable Cross-Lingual Generalization

Author

Xu, Ningyu, Zhang, Qi, Ye, Jingting, Zhang, Menghan, and Huang, Xuanjing

Subjects
Computer Science - Computation and Language
Abstract

Large language models (LLMs) have exhibited considerable cross-lingual generalization abilities, whereby they implicitly transfer knowledge across languages. However, the transfer is not equally successful for all languages, especially for low-resource ones, which poses an ongoing challenge. It is unclear whether we have reached the limits of implicit cross-lingual generalization and if explicit knowledge transfer is viable. In this paper, we investigate the potential for explicitly aligning conceptual correspondence between languages to enhance cross-lingual generalization. Using the syntactic aspect of language as a testbed, our analyses of 43 languages reveal a high degree of alignability among the spaces of structural concepts within each language for both encoder-only and decoder-only LLMs. We then propose a meta-learning-based method to learn to align conceptual spaces of different languages, which facilitates zero-shot and few-shot generalization in concept classification and also offers insights into the cross-lingual in-context learning phenomenon. Experiments on syntactic analysis tasks show that our approach achieves competitive results with state-of-the-art methods and narrows the performance gap between languages, particularly benefiting those with limited resources., Comment: Findings of EMNLP 2023 (Camera-Ready)

Published
2023

2. RealBehavior: A Framework for Faithfully Characterizing Foundation Models' Human-like Behavior Mechanisms

Author

Zhou, Enyu, Zheng, Rui, Xi, Zhiheng, Gao, Songyang, Fan, Xiaoran, Fei, Zichu, Ye, Jingting, Gui, Tao, Zhang, Qi, and Huang, Xuanjing

Subjects
Computer Science - Computation and Language, Computer Science - Artificial Intelligence
Abstract

Reports of human-like behaviors in foundation models are growing, with psychological theories providing enduring tools to investigate these behaviors. However, current research tends to directly apply these human-oriented tools without verifying the faithfulness of their outcomes. In this paper, we introduce a framework, RealBehavior, which is designed to characterize the humanoid behaviors of models faithfully. Beyond simply measuring behaviors, our framework assesses the faithfulness of results based on reproducibility, internal and external consistency, and generalizability. Our findings suggest that a simple application of psychological tools cannot faithfully characterize all human-like behaviors. Moreover, we discuss the impacts of aligning models with human and social values, arguing for the necessity of diversifying alignment objectives to prevent the creation of models with restricted characteristics., Comment: Accepted to Findings of EMNLP 2023

Published
2023

3. Cross-Linguistic Syntactic Difference in Multilingual BERT: How Good is It and How Does It Affect Transfer?

Author

Xu, Ningyu, Gui, Tao, Ma, Ruotian, Zhang, Qi, Ye, Jingting, Zhang, Menghan, and Huang, Xuanjing

Subjects
Computer Science - Computation and Language
Abstract

Multilingual BERT (mBERT) has demonstrated considerable cross-lingual syntactic ability, whereby it enables effective zero-shot cross-lingual transfer of syntactic knowledge. The transfer is more successful between some languages, but it is not well understood what leads to this variation and whether it fairly reflects difference between languages. In this work, we investigate the distributions of grammatical relations induced from mBERT in the context of 24 typologically different languages. We demonstrate that the distance between the distributions of different languages is highly consistent with the syntactic difference in terms of linguistic formalisms. Such difference learnt via self-supervision plays a crucial role in the zero-shot transfer performance and can be predicted by variation in morphosyntactic properties between languages. These results suggest that mBERT properly encodes languages in a way consistent with linguistic diversity and provide insights into the mechanism of cross-lingual transfer., Comment: EMNLP 2022

Published
2022

5. Grambank reveals the importance of genealogical constraints on linguistic diversity and highlights the impact of language loss. Science Advances

Author

Skirgård, Hedvig, Haynie, Hannah J., Blasi, Damián E., Hammarström, Harald, Collins, Jeremy, Latarche, Jay J., Lesage, Jakob, Weber, Tobias, Witzlack-Makarevich, Alena, Passmore, Sam, Chira, Angela, Maurits, Luke, Dinnage, Russell, Dunn, Michael, Reesink, Ger, Singer, Ruth, Bowern, Claire, Epps, Patience, Hill, Jane, Vesakoski, Outi, Robbeets, Martine, Abbas, Noor Karolin, Auer, Daniel, Bakker, Nancy A., Barbos, Giulia, Borges, Robert D., Danielsen, Swintha, Dorenbusch, Luise, Dorn, Ella, Elliott, John, Falcone, Giada, Fischer, Jana, Ate, Yustinus Ghanggo, Gibson, Hannah, Gï¿œbel, Hans-Philipp, Goodall, Jemima A., Gruner, Victoria, Harvey, Andrew, Hayes, Rebekah, Heer, Leonard, Miranda, Roberto E. Herrera, Hï¿œbler, Nataliia, Huntington-Rainey, Biu, Ivani, Jessica K., Johns, Marilen, Just, Erika, Kashima, Eri, Kipf, Carolina, Klingenberg, Janina V., Kï¿œnig, Nikita, Koti, Aikaterina, Kowalik, Richard G. A., Krasnoukhova, Olga, Lindvall, Nora L. M., Lorenzen, Mandy, Lutzenberger, Hannah, Martins, Tï¿œnia R. A., German, Celia Mata, Meer, Suzanne van der, Samamï¿œ, Jaime Montoya, Mï¿œller, Michael, Muradoglu, Saliha, Neely, Kelsey, Nickel1, Johanna, Norvik, Miina, Oluoch, Cheryl Akinyi, Peacock, Jesse, Pearey, India O. C., Peck, Naomi, Petit, Stephanie, Pieper, Sï¿œren, Poblete, Mariana, Prestipino, Daniel, Raabe, Linda, Raja, Amna, Reimringer, Janis, Rey, Sydney C., Rizaew, Julia, Ruppert, Eloisa, Salmon, Kim K., Sammet, Jill, Schembri, Rhiannon, Schlabbach, Lars, Schmidt, Frederick W. P., Skilton, Amalia, Smith, Wikaliler Daniel, Sousa, Hilï¿œrio de, Sverredal, Kristin, Valle, Daniel, Vera, Javier, Voï¿œ, Judith, Witte, Tim, Wu, Henry, Yam, Stephanie, Ye, Jingting, Yong, Maisie, Yuditha, Tessa, Zariquiey, Roberto, Forkel, Robert, Evans, Nicholas, Levinson, Stephen C., Haspelmath, Martin, Greenhill1, Simon J., Atkinson, Quentin D., Gray, Russell D., Skirgård, Hedvig, Haynie, Hannah J., Blasi, Damián E., Hammarström, Harald, Collins, Jeremy, Latarche, Jay J., Lesage, Jakob, Weber, Tobias, Witzlack-Makarevich, Alena, Passmore, Sam, Chira, Angela, Maurits, Luke, Dinnage, Russell, Dunn, Michael, Reesink, Ger, Singer, Ruth, Bowern, Claire, Epps, Patience, Hill, Jane, Vesakoski, Outi, Robbeets, Martine, Abbas, Noor Karolin, Auer, Daniel, Bakker, Nancy A., Barbos, Giulia, Borges, Robert D., Danielsen, Swintha, Dorenbusch, Luise, Dorn, Ella, Elliott, John, Falcone, Giada, Fischer, Jana, Ate, Yustinus Ghanggo, Gibson, Hannah, Gï¿œbel, Hans-Philipp, Goodall, Jemima A., Gruner, Victoria, Harvey, Andrew, Hayes, Rebekah, Heer, Leonard, Miranda, Roberto E. Herrera, Hï¿œbler, Nataliia, Huntington-Rainey, Biu, Ivani, Jessica K., Johns, Marilen, Just, Erika, Kashima, Eri, Kipf, Carolina, Klingenberg, Janina V., Kï¿œnig, Nikita, Koti, Aikaterina, Kowalik, Richard G. A., Krasnoukhova, Olga, Lindvall, Nora L. M., Lorenzen, Mandy, Lutzenberger, Hannah, Martins, Tï¿œnia R. A., German, Celia Mata, Meer, Suzanne van der, Samamï¿œ, Jaime Montoya, Mï¿œller, Michael, Muradoglu, Saliha, Neely, Kelsey, Nickel1, Johanna, Norvik, Miina, Oluoch, Cheryl Akinyi, Peacock, Jesse, Pearey, India O. C., Peck, Naomi, Petit, Stephanie, Pieper, Sï¿œren, Poblete, Mariana, Prestipino, Daniel, Raabe, Linda, Raja, Amna, Reimringer, Janis, Rey, Sydney C., Rizaew, Julia, Ruppert, Eloisa, Salmon, Kim K., Sammet, Jill, Schembri, Rhiannon, Schlabbach, Lars, Schmidt, Frederick W. P., Skilton, Amalia, Smith, Wikaliler Daniel, Sousa, Hilï¿œrio de, Sverredal, Kristin, Valle, Daniel, Vera, Javier, Voï¿œ, Judith, Witte, Tim, Wu, Henry, Yam, Stephanie, Ye, Jingting, Yong, Maisie, Yuditha, Tessa, Zariquiey, Roberto, Forkel, Robert, Evans, Nicholas, Levinson, Stephen C., Haspelmath, Martin, Greenhill1, Simon J., Atkinson, Quentin D., and Gray, Russell D.

Published
2023
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6. Grambank reveals the importance of genealogical constraints on linguistic diversity and highlights the impact of language loss

Author

Skirgård, Hedvig, primary, Haynie, Hannah J., additional, Blasi, Damián E., additional, Hammarström, Harald, additional, Collins, Jeremy, additional, Latarche, Jay J., additional, Lesage, Jakob, additional, Weber, Tobias, additional, Witzlack-Makarevich, Alena, additional, Passmore, Sam, additional, Chira, Angela, additional, Maurits, Luke, additional, Dinnage, Russell, additional, Dunn, Michael, additional, Reesink, Ger, additional, Singer, Ruth, additional, Bowern, Claire, additional, Epps, Patience, additional, Hill, Jane, additional, Vesakoski, Outi, additional, Robbeets, Martine, additional, Abbas, Noor Karolin, additional, Auer, Daniel, additional, Bakker, Nancy A., additional, Barbos, Giulia, additional, Borges, Robert D., additional, Danielsen, Swintha, additional, Dorenbusch, Luise, additional, Dorn, Ella, additional, Elliott, John, additional, Falcone, Giada, additional, Fischer, Jana, additional, Ghanggo Ate, Yustinus, additional, Gibson, Hannah, additional, Göbel, Hans-Philipp, additional, Goodall, Jemima A., additional, Gruner, Victoria, additional, Harvey, Andrew, additional, Hayes, Rebekah, additional, Heer, Leonard, additional, Herrera Miranda, Roberto E., additional, Hübler, Nataliia, additional, Huntington-Rainey, Biu, additional, Ivani, Jessica K., additional, Johns, Marilen, additional, Just, Erika, additional, Kashima, Eri, additional, Kipf, Carolina, additional, Klingenberg, Janina V., additional, König, Nikita, additional, Koti, Aikaterina, additional, Kowalik, Richard G. A., additional, Krasnoukhova, Olga, additional, Lindvall, Nora L. M., additional, Lorenzen, Mandy, additional, Lutzenberger, Hannah, additional, Martins, Tânia R. A., additional, Mata German, Celia, additional, van der Meer, Suzanne, additional, Montoya Samamé, Jaime, additional, Müller, Michael, additional, Muradoglu, Saliha, additional, Neely, Kelsey, additional, Nickel, Johanna, additional, Norvik, Miina, additional, Oluoch, Cheryl Akinyi, additional, Peacock, Jesse, additional, Pearey, India O. C., additional, Peck, Naomi, additional, Petit, Stephanie, additional, Pieper, Sören, additional, Poblete, Mariana, additional, Prestipino, Daniel, additional, Raabe, Linda, additional, Raja, Amna, additional, Reimringer, Janis, additional, Rey, Sydney C., additional, Rizaew, Julia, additional, Ruppert, Eloisa, additional, Salmon, Kim K., additional, Sammet, Jill, additional, Schembri, Rhiannon, additional, Schlabbach, Lars, additional, Schmidt, Frederick W. P., additional, Skilton, Amalia, additional, Smith, Wikaliler Daniel, additional, de Sousa, Hilário, additional, Sverredal, Kristin, additional, Valle, Daniel, additional, Vera, Javier, additional, Voß, Judith, additional, Witte, Tim, additional, Wu, Henry, additional, Yam, Stephanie, additional, Ye, Jingting, additional, Yong, Maisie, additional, Yuditha, Tessa, additional, Zariquiey, Roberto, additional, Forkel, Robert, additional, Evans, Nicholas, additional, Levinson, Stephen C., additional, Haspelmath, Martin, additional, Greenhill, Simon J., additional, Atkinson, Quentin D., additional, and Gray, Russell D., additional

Published
2023
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9. Experimental and Numerical Study of the Dynamic Mechanical Behavior of Fully Grouted GFRP Rock Bolts.

Author

Wang, Wenjie, Yu, Longzhe, Xu, Chaoshui, Liu, Chao, Wang, Hao, and Ye, Jingting

Subjects
ROCK bolts, AXIAL stresses, AXIAL loads, STRESS concentration, STRAINS & stresses (Mechanics), IMPACT loads
Abstract

Due to good corrosion resistance and high tensile strength, glass fiber–reinforced plastic (GFRP) bolts are widely used in mining operations. However, GFRP bolts are susceptible to blast load damage, so it is important to understand their dynamic mechanical behavior. This experiment constructed a dynamic testing system to simulate the in situ rock bolt dynamic loading conditions. Using strain gauges, the axial load signals at different locations along the bolt were recorded and the corresponding axial stresses were analyzed. Moreover, a numerical model was established to analyze the axial stress distribution along the bolt under dynamic loading. The results showed that the maximum axial stress of GFRP bolt occurs at the bolt collar position and increases approximately linearly as the impact load increases. The axial stress decreased within a short distance from the bolt collar position following approximately an exponential function. In addition, the stronger the mechanical properties of the surrounding rock, the faster the axial stress decreases along the bolt and the greater the increasing rate of the maximum axial stress with an increase of the impact load. The location and increased characteristics of the maximum axial stress in metal and GFRP bolt were similar, but the dynamic load significantly affected the existence range and decreasing rate of axial stress in GFRP bolts than in metal bolts. [ABSTRACT FROM AUTHOR]

Published
2023
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13. Study on the influence of Bi3+ and Sm3+ doping on the luminescence properties of Ba2SiO4: Eu3+ red phosphor.

Author

Xiao, Zongliang, Ye, Jingting, Wu, Bingkui, Wang, Fangzhe, Li, Jianhang, Zhang, Baohui, Liu, Weizhen, Han, Lei, and You, Weixiong

Subjects
SAMARIUM, LUMINESCENCE, PHOSPHORS, DOPING agents (Chemistry)
Abstract

W-LED lighting is a green and environment-friendly lighting method in today's society, and red phosphors play an irreplaceable role in W-LED lighting. In this work, a series of rare-earth-doped phosphors, Ba2-aSiO4: aEu3+ (a = 0.02 ~ 0.10), Ba2-a-bSiO4: aEu3+, bBi3+ (b = 0.01 ~ 0.08) and Ba2-a-cSiO4: aEu3+, cSm3+ (c = 0.005 ~ 0.02), were successfully synthesized by traditional high-temperature solid-state reaction method. The experimental results showed that the concentration quenching occurred in the case of the doping concentration of Eu3+ exceeding 0.08 mol, and the main mechanism of concentration quenching was based on the multipole interaction. Under the excitation of 392 nm light, all phosphors emitted strong reddish orange light. The doping of Sm3+ and Bi3+ ions can effectively improve the luminescence properties of Ba2-aSiO4: aEu3+ phosphor, and the optimal doping concentration for Bi3+ and Sm3+ ions was 4 mol.% and 1 mol.%, respectively. The results mentioned above indicate that these phosphors have a potential application in the W-LED field. [ABSTRACT FROM AUTHOR]

Published
2022
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14. Grambank reveals the importance of genealogical constraints on linguistic diversity and highlights the impact of language loss

Author

Hedvig Skirgård, Hannah J. Haynie, Damián E. Blasi, Harald Hammarström, Jeremy Collins, Jay J. Latarche, Jakob Lesage, Tobias Weber, Alena Witzlack-Makarevich, Sam Passmore, Angela Chira, Luke Maurits, Russell Dinnage, Michael Dunn, Ger Reesink, Ruth Singer, Claire Bowern, Patience Epps, Jane Hill, Outi Vesakoski, Martine Robbeets, Noor Karolin Abbas, Daniel Auer, Nancy A. Bakker, Giulia Barbos, Robert D. Borges, Swintha Danielsen, Luise Dorenbusch, Ella Dorn, John Elliott, Giada Falcone, Jana Fischer, Yustinus Ghanggo Ate, Hannah Gibson, Hans-Philipp Göbel, Jemima A. Goodall, Victoria Gruner, Andrew Harvey, Rebekah Hayes, Leonard Heer, Roberto E. Herrera Miranda, Nataliia Hübler, Biu Huntington-Rainey, Jessica K. Ivani, Marilen Johns, Erika Just, Eri Kashima, Carolina Kipf, Janina V. Klingenberg, Nikita König, Aikaterina Koti, Richard G. A. Kowalik, Olga Krasnoukhova, Nora L. M. Lindvall, Mandy Lorenzen, Hannah Lutzenberger, Tânia R. A. Martins, Celia Mata German, Suzanne van der Meer, Jaime Montoya Samamé, Michael Müller, Saliha Muradoglu, Kelsey Neely, Johanna Nickel, Miina Norvik, Cheryl Akinyi Oluoch, Jesse Peacock, India O. C. Pearey, Naomi Peck, Stephanie Petit, Sören Pieper, Mariana Poblete, Daniel Prestipino, Linda Raabe, Amna Raja, Janis Reimringer, Sydney C. Rey, Julia Rizaew, Eloisa Ruppert, Kim K. Salmon, Jill Sammet, Rhiannon Schembri, Lars Schlabbach, Frederick W. P. Schmidt, Amalia Skilton, Wikaliler Daniel Smith, Hilário de Sousa, Kristin Sverredal, Daniel Valle, Javier Vera, Judith Voß, Tim Witte, Henry Wu, Stephanie Yam, Jingting Ye, Maisie Yong, Tessa Yuditha, Roberto Zariquiey, Robert Forkel, Nicholas Evans, Stephen C. Levinson, Martin Haspelmath, Simon J. Greenhill, Quentin D. Atkinson, Russell D. Gray, Skirgård, Hedvig [0000-0002-7748-2381], Haynie, Hannah J [0000-0003-2237-230X], Blasi, Damián E [0000-0002-9885-1414], Latarche, Jay J [0000-0002-0486-248X], Lesage, Jakob [0000-0002-3751-9637], Witzlack-Makarevich, Alena [0000-0003-0138-4635], Chira, Angela [0000-0002-2964-7583], Maurits, Luke [0000-0002-3130-4256], Dinnage, Russell [0000-0003-0846-2819], Dunn, Michael [0000-0001-5349-5252], Reesink, Ger [0000-0002-8724-7887], Singer, Ruth [0000-0003-4915-3262], Bowern, Claire [0000-0002-9512-4393], Epps, Patience [0000-0002-7429-7885], Hill, Jane [0000-0002-4501-1016], Vesakoski, Outi [0000-0002-7220-3347], Abbas, Noor Karolin [0000-0002-6602-4772], Borges, Robert D [0000-0002-7647-4048], Dorenbusch, Luise [0000-0003-0410-6921], Dorn, Ella [0000-0002-6344-4907], Fischer, Jana [0000-0003-0576-1098], Ghanggo Ate, Yustinus [0000-0003-4378-5277], Gibson, Hannah [0000-0003-2324-3147], Goodall, Jemima A [0000-0002-0310-9445], Gruner, Victoria [0000-0002-4504-1274], Harvey, Andrew [0000-0003-3659-4704], Hayes, Rebekah [0000-0003-0978-2646], Heer, Leonard [0000-0002-1569-9761], Hübler, Nataliia [0000-0002-0013-563X], Just, Erika [0000-0001-7244-3714], Kashima, Eri [0000-0002-7534-7047], König, Nikita [0000-0001-9582-9361], Koti, Aikaterina [0000-0002-8155-7120], Kowalik, Richard GA [0000-0003-4903-997X], Krasnoukhova, Olga [0000-0002-1953-7954], Lindvall, Nora LM [0000-0003-4640-7589], Lorenzen, Mandy [0000-0001-5433-8224], Lutzenberger, Hannah [0000-0003-0574-4060], Martins, Tânia RA [0000-0002-3648-2190], van der Meer, Suzanne [0000-0002-4232-8675], Montoya Samamé, Jaime [0000-0003-3797-1161], Müller, Michael [0000-0002-2027-7301], Norvik, Miina [0000-0001-5781-3916], Oluoch, Cheryl Akinyi [0000-0003-2465-719X], Peck, Naomi [0000-0003-3567-813X], Poblete, Mariana [0000-0003-0253-712X], Raabe, Linda [0000-0002-3684-3742], Reimringer, Janis [0000-0001-6769-8907], Rey, Sydney C [0000-0002-5657-9221], Rizaew, Julia [0000-0002-4250-8035], Salmon, Kim K [0000-0001-8515-1008], Sammet, Jill [0000-0003-0869-795X], Schmidt, Frederick WP [0000-0002-1429-966X], Skilton, Amalia [0000-0002-9848-5688], de Sousa, Hilário [0000-0002-3790-8245], Vera, Javier [0000-0002-5234-6279], Wu, Henry [0000-0002-5762-3124], Ye, Jingting [0000-0001-8813-131X], Yuditha, Tessa [0000-0002-1280-7245], Zariquiey, Roberto [0000-0002-1421-1314], Forkel, Robert [0000-0003-1081-086X], Evans, Nicholas [0000-0003-0893-3713], Levinson, Stephen C [0000-0001-8961-5316], Greenhill, Simon J [0000-0001-7832-6156], Atkinson, Quentin D [0000-0002-8499-7535], Gray, Russell D [0000-0002-9858-0191], and Apollo - University of Cambridge Repository

Subjects
Multidisciplinary, Cognition, Databases, Factual, Humans, Linguistics, Language
Abstract

While global patterns of human genetic diversity are increasingly well characterized, the diversity of human languages remains less systematically described. Here we outline the Grambank database. With over 400,000 data points and 2,400 languages, Grambank is the largest comparative grammatical database available. The comprehensiveness of Grambank allows us to quantify the relative effects of genealogical inheritance and geographic proximity on the structural diversity of the world's languages, evaluate constraints on linguistic diversity, and identify the world's most unusual languages. An analysis of the consequences of language loss reveals that the reduction in diversity will be strikingly uneven across the major linguistic regions of the world. Without sustained efforts to document and revitalize endangered languages, our linguistic window into human history, cognition and culture will be seriously fragmented. Genealogy versus geography Constraints on grammar Unusual languages Language loss Conclusion

Published
2023

15. [Application Effect of Fast Track Surgery for Patients with Lung Cancer: 
A Meta-analysis].

Author

Xia Y, Chang S, Ye J, Xue J, and Shu Y

Subjects
China, Controlled Clinical Trials as Topic, Humans, Length of Stay, Lung Neoplasms economics, Lung Neoplasms physiopathology, Postoperative Complications economics, Postoperative Complications prevention & control, Pulmonary Surgical Procedures economics, Randomized Controlled Trials as Topic, Recovery of Function, Time Factors, Lung Neoplasms surgery, Pulmonary Surgical Procedures methods
Abstract

Background: Fast track surgery (FTS) can accelerate rehabilitation and reduce postoperative hospital stay. It has been effectively applied to several surgical diseases. However, the safety and effectiveness of FTS for patients with lung cancer in China is unclear. This meta-analysis aimed to evaluate the effect of FTS undergoing lung cancer surgery in China., Methods: Using home and abroad databases to search all documents required. The deadline of retrieval was January 31, 2016. Then the studies were screened according to the inclusion and exclusion criteria. Data were analyzed by RevMan 5.3 software., Results: 8 randomized controlled trials (RCTs) and 5 clinical controlled trials (CCTs) with 1,241 patients were eligible for analysis. Compared with control group, FTS group can significantly shorten postoperative hospital time (MD=-3.61, 95%CI: -5.05--2.16, P<0.000,01) and chest tube duration (MD=-2.62, 95%CI: -3.07-2.17, P<0.000,01), reduce incidence of postoperative complications (OR=0.30, 95%CI: 0.19-0.47, P<0.000,01) and hospitalization costs (MD=-0.92, 95%CI: -1.19--0.65, P<0.000,01)., Conclusions: FTS can safely and effectively accelerate the recovery of patients with lung cancer in China, it exhibits important clinical values.

Published
2016
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