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Experiment 2: Jury Suggestibility: The Effect of Judicial Instruction on Juror’s use of Covert Recording Transcripts ...
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Development and diagnostic validation of the Brisbane Evidence-Based Language Test
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In: Research outputs 2014 to 2021 (2022)
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Reproducibility of the Experimental Result of BERT for Evidence Retrieval and Claim Verification ...
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Reproducibility of the Experimental Result of BERT for Evidence Retrieval and Claim Verification ...
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Abstract:
Reproducibility of the Experimental Result of BERT for Evidence Retrieval and Claim Verification TU Wien Experiment Design For Data Science Assignment 2 Group 43 András Bonifác Kónya (ID:01502933) Branimir Raguž (ID:12123474) Thummanoon Kunanuntakij (ID:12122522) Abstract We attempt to reproduce the result of BERT for Evidence Retrieval and Claim Verification [1]. The original paper use BERT for the task of evidence-based claim verification using FEVER dataset 50K Wikipedia pages [2] and it achieves a new state of the art recall of 87.1 for retrieving evidence sentences the dataset, and scores second in the leaderboard with the FEVER score of 69.7. We discuss their experiment design, metric used and attempt to reproduce their result. By reviewing the process describe by the original paper, we conclude that their experiment design is questionable, and the result might not be able to generalize well. Although we are not able to confirm the number due to various difficulties encountered for recreating the ... : {"references": ["Soleimani A., Monz C., Worring M.: BERT for Evidence Retrieval and Claim Verification. In: Jose J. et al. (eds) Advances in Information Retrieval. ECIR 2020. Lecture Notes in Computer Science, vol 12036. Springer, Cham. https://doi.org/10.1007/978-3-030-45442-5_45", "Thorne, J., Vlachos, A., Christodoulopoulos, C., Mittal, A.: FEVER: a large-scale dataset for fact extraction and verification. arXiv preprint arXiv:1803.05355 (2018)", "Hanselowski, A., et al.: UKP-Athene: multi-sentence textual entailment for claim verification. In: Proceedings of the First Workshop on Fact Extraction and VERification (FEVER), pp. 103\u2013108. Association for Computational Linguistics, Brussels, November 2018. https://doi.org/10.18653/v1/W18-5516", "Soleimani A.: ASoleimaniB/BERT_FEVER, Github.com, https://github.com/ASoleimaniB/BERT_FEVER/tree/d630e7150554c72319b37729f0522b462b63603c (2020)"]} ...
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Keyword:
BERT; Claim verification; Evidence retrieval; Research Reproducibility
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URL: https://dx.doi.org/10.5281/zenodo.5920814 https://zenodo.org/record/5920814
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Preventing Emotional Dysregulation: Acceptability and Preliminary Effectiveness of a DBT Skills Training Program for Adolescents in the Spanish School System
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 1; Pages: 494 (2022)
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Nonverbal Oro-Motor Exercises: Do They Really Work for Phonoarticulatory Difficulties?
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 9; Pages: 5459 (2022)
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Predictors of Medical Students’ Views toward Research: Insights from a Cross-Cultural Study among Portuguese-Speaking Countries
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In: Healthcare; Volume 10; Issue 2; Pages: 336 (2022)
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Evaluation of Metacognitive and Self-Regulatory Programmes for Learning, Pedagogy and Policy in Tertiary EFL Contexts
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Effectiveness of interactive teaching intervention on medical students’ knowledge and attitudes toward stem cells, their therapeutic uses, and potential research applications
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In: PeerJ (2022)
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Preventing Emotional Dysregulation: Acceptability and Preliminary Effectiveness of a DBT Skills Training Program for Adolescents in the Spanish School System
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Language as evidence in workplace harassment
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In: Corela, Vol 36 (2022) (2022)
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The translator as an expert witness in court
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In: Translation and Interpreting : the International Journal of Translation and Interpreting Research, Vol 14, Iss 1, Pp 84-96 (2022) (2022)
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A clinical trials corpus annotated with UMLS entities to enhance the access to evidence-based medicine
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Practice Gives Skill: Preparing Students to Present Evidence in Clerkships
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Раскрытие доказательств как элемент судебного доказывания ... : Disclosure of Evidence as an Element of Court Proving ...
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К вопросу о правовой природе электронных доказательств в арбитражном процессе ... : On the Legal Nature of Electronic Evidence in the Arbitration Procedure ...
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An Evaluation of One School's Reading Program to Support Struggling Readers Through the Use of Data
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In: Dissertations (2021)
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Second Language Teachers’ Perceptions of Their Pedagogical Practices, Collaborations, and Relationships with Other Teachers through Professional Development
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In: Australian Journal of Teacher Education (2021)
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