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Interpretability

7,318 papers

Papers per year

Papers

Probing the representations of named entities in Transformer-based Language Models EMNLP 2022
Decomposing Natural Logic Inferences for Neural NLI EMNLP 2022
Probing with Noise: Unpicking the Warp and Weft of Embeddings EMNLP 2022
Universal and Independent: Multilingual Probing Framework for Exhaustive Model Interpretation and Evaluation EMNLP 2022
A Fine-grained Interpretability Evaluation Benchmark for Neural NLP EMNLP 2022
Causal Analysis of Syntactic Agreement Neurons in Multilingual Language Models EMNLP 2022
Detecting Unintended Social Bias in Toxic Language Datasets EMNLP 2022
Incremental Processing of Principle B: Mismatches Between Neural Models and Humans EMNLP 2022
On Neurons Invariant to Sentence Structural Changes in Neural Machine Translation EMNLP 2022
Cross-lingual Short-text Entity Linking: Generating Features for Neuro-Symbolic Methods EMNLP 2022
Improving Named Entity Recognition in Telephone Conversations via Effective Active Learning with Human in the Loop EMNLP 2022
The Secret of Metaphor on Expressing Stronger Emotion EMNLP 2022
Effective Cross-Task Transfer Learning for Explainable Natural Language Inference with T5 EMNLP 2022
Just-DREAM-about-it: Figurative Language Understanding with DREAM-FLUTE EMNLP 2022
Overview of the FinNLP-2022 ERAI Task: Evaluating the Rationales of Amateur Investors EMNLP 2022
Answerability: A custom metric for evaluating chatbot performance EMNLP 2022
What Was Your Name Again? Interrogating Generative Conversational Models For Factual Consistency Evaluation EMNLP 2022
Don’t Say What You Don’t Know: Improving the Consistency of Abstractive Summarization by Constraining Beam Search EMNLP 2022
Can Current Explainability Help Provide References in Clinical Notes to Support Humans Annotate Medical Codes? EMNLP 2022
Building a Clinically-Focused Problem List From Medical Notes EMNLP 2022
Parameter Efficient Transfer Learning for Suicide Attempt and Ideation Detection EMNLP 2022
A Quantitative and Qualitative Analysis of Schizophrenia Language EMNLP 2022
Tracing and Manipulating intermediate values in Neural Math Problem Solvers EMNLP 2022
Induced Natural Language Rationales and Interleaved Markup Tokens Enable Extrapolation in Large Language Models EMNLP 2022
Extracting Operator Trees from Model Embeddings EMNLP 2022