📰 BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP 2022: all accepted papers

37 papers · the most cited first · ← BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP 2022

1. DALLE-2 is Seeing Double: Flaws in Word-to-Concept Mapping in Text2Image Models ↗Royi Rassin, Shauli Ravfogel, Yoav Goldberg39 citations
2. Probing Pretrained Models of Source Codes ↗Sergey Troshin, Nadezhda Chirkova21 citations
3. Probing GPT-3's Linguistic Knowledge on Semantic Tasks ↗Lining Zhang, Mengchen Wang, Liben Chen et al.11 citations
4. On the Compositional Generalization Gap of In-Context Learning ↗Arian Hosseini, Ankit Vani, Dzmitry Bahdanau et al.10 citations
5. It Is Not Easy To Detect Paraphrases: Analysing Semantic Similarity With Antonyms and Negation Using the New SemAntoNeg Benchmark ↗Teemu Vahtola, Mathias Creutz, Jörg Tiedemann9 citations
6. Explaining Translationese: why are Neural Classifiers Better and what do they Learn? ↗Kwabena Amponsah-Kaakyire, Daria Pylypenko, Josef Genabith et al.7 citations
7. Are Multilingual Sentiment Models Equally Right for the Right Reasons? ↗Rasmus Jørgensen, Fiammetta Caccavale, Christian Igel et al.6 citations
8. Sparse Interventions in Language Models with Differentiable Masking ↗Nicola De Cao, Leon Schmid, Dieuwke Hupkes et al.6 citations
9. Decomposing Natural Logic Inferences for Neural NLIJulia Rozanova, Deborah Ferreira, Mokanarangan Thayaparan et al.5 citations · our summary
10. Investigating the Characteristics of a Transformer in a Few-Shot Setup: Does Freezing Layers in RoBERTa Help? ↗Digvijay Ingle, Rishabh Tripathi, Ayush Kumar et al.5 citations
11. Garden Path Traversal in GPT-2 ↗William Jurayj, William Rudman, Carsten Eickhoff4 citations
12. Practical Benefits of Feature Feedback Under Distribution Shift ↗Anurag Katakkar, Clay H. Yoo, Weiqin Wang et al.4 citations
13. Towards Procedural Fairness: Uncovering Biases in How a Toxic Language Classifier Uses Sentiment Information ↗Isar Nejadgholi, Esma Balkir, Kathleen Fraser et al.4 citations
14. Human Ratings Do Not Reflect Downstream Utility: A Study of Free-Text Explanations for Model Predictions ↗Jenny Kunz, Martin Jirenius, Oskar Holmström et al.3 citations
15. Probing with Noise: Unpicking the Warp and Weft of Embeddings ↗Filip Klubicka, John Kelleher3 citations
16. Understanding Domain Learning in Language Models Through Subpopulation Analysis ↗Zheng Zhao, Yftah Ziser, Shay B. Cohen3 citations
17. Look to the Right: Mitigating Relative Position Bias in Extractive Question Answering ↗Kazutoshi Shinoda, Saku Sugawara, Akiko Aizawa2 citations
18. Post-Hoc Interpretation of Transformer Hyperparameters with Explainable Boosting Machines ↗Kiron Deb, Xuan Zhang, Kevin Duh2 citations
19. Post-hoc analysis of Arabic transformer models ↗Ahmed Abdelali, Nadir Durrani, Fahim Dalvi et al.2 citations
20. Probing for Understanding of English Verb Classes and Alternations in Large Pre-trained Language Models ↗David Yi, James Bruno, Jiayu Han et al.2 citations
21. Testing Pre-trained Language Models' Understanding of Distributivity via Causal Mediation Analysis ↗Pangbo Ban, Yifan Jiang, Tianran Liu et al.2 citations
22. A Continuum of Generation Tasks for Investigating Length Bias and Degenerate Repetition ↗Darcey Riley, David Chiang1 citation
23. A Minimal Model for Compositional Generalization on gSCAN ↗Alice Hein, Klaus Diepold1 citation
24. Analyzing Gender Translation Errors to Identify Information Flows between the Encoder and Decoder of a NMT System ↗Guillaume Wisniewski, Lichao Zhu, Nicolas Ballier et al.1 citation
25. Analyzing the Representational Geometry of Acoustic Word Embeddings ↗Badr Abdullah, Dietrich Klakow1 citation
26. Identifying the Source of Vulnerability in Explanation Discrepancy: A Case Study in Neural Text Classification ↗Ruixuan Tang, Hanjie Chen, Yangfeng Ji1 citation
27. Intermediate Entity-based Sparse Interpretable Representation Learning ↗Diego Garcia-Olano, Yasumasa Onoe, Joydeep Ghosh et al.1 citation
28. Is It Smaller Than a Tennis Ball? Language Models Play the Game of Twenty Questions ↗Maxime De Bruyn, Ehsan Lotfi, Jeska Buhmann et al.1 citation
29. Sentence Ambiguity, Grammaticality and Complexity Probes ↗Sunit Bhattacharya, Vilém Zouhar, Ondrej Bojar1 citation
30. Using Roark-Hollingshead Distance to Probe BERT's Syntactic Competence ↗Jingcheng Niu, Wenjie Lu, Eric Corlett et al.1 citation
31. Where's the Learning in Representation Learning for Compositional Semantics and the Case of Thematic Fit ↗Mughilan Muthupari, Samrat Halder, Asad Sayeed et al.1 citation
32. Controlling for Stereotypes in Multimodal Language Model Evaluation ↗Manuj Malik, Richard Johansson
33. How (Un)Faithful is Attention? ↗Hessam Amini, Leila Kosseim
34. Probing the representations of named entities in Transformer-based Language Models ↗Stefan Schouten, Peter Bloem, Piek Vossen
35. Revisit Systematic Generalization via Meaningful Learning ↗Ning Shi, Boxin Wang, Wei Wang et al.
36. Universal Evasion Attacks on Summarization Scoring ↗Wenchuan Mu, Kwan Hui Lim
37. Universal and Independent: Multilingual Probing Framework for Exhaustive Model Interpretation and Evaluation ↗Oleg Serikov, Vitaly Protasov, Ekaterina Voloshina et al.

↑ back to top

This page in Markdown → https://md.research.elamur.ai/free/en/venues/blackboxnlp/2022/papers/