Explaining and Improving Model Behavior with k Nearest Neighbor
Representations

Explaining and Improving Model Behavior with k Nearest Neighbor Representations

18 October 2020

Papers citing "Explaining and Improving Model Behavior with k Nearest Neighbor Representations"

13 / 13 papers shown

Title
Latent Concept-based Explanation of NLP Models Xuemin Yu Fahim Dalvi Nadir Durrani Marzia Nouri Hassan Sajjad LRM FAtt 29 2 0 18 Apr 2024
Data-centric Prediction Explanation via Kernelized Stein Discrepancy Mahtab Sarvmaili Hassan Sajjad Ga Wu 36 1 0 22 Mar 2024
InfFeed: Influence Functions as a Feedback to Improve the Performance of Subjective Tasks Somnath Banerjee Maulindu Sarkar Punyajoy Saha Binny Mathew Animesh Mukherjee TDI 34 0 0 22 Feb 2024
How do languages influence each other? Studying cross-lingual data sharing during LM fine-tuning Rochelle Choenni Dan Garrette Ekaterina Shutova 40 16 0 22 May 2023
Contrastive Error Attribution for Finetuned Language Models Faisal Ladhak Esin Durmus Tatsunori Hashimoto HILM 32 9 0 21 Dec 2022
Interpreting Embedding Spaces by Conceptualization Adi Simhi Shaul Markovitch 24 5 0 22 Aug 2022
Interpreting Deep Learning Models in Natural Language Processing: A Review Xiaofei Sun Diyi Yang Xiaoya Li Tianwei Zhang Yuxian Meng Han Qiu Guoyin Wang Eduard H. Hovy Jiwei Li 19 44 0 20 Oct 2021
On Training Instance Selection for Few-Shot Neural Text Generation Ernie Chang Xiaoyu Shen Hui-Syuan Yeh Vera Demberg 33 40 0 07 Jul 2021
Combining Feature and Instance Attribution to Detect Artifacts Pouya Pezeshkpour Sarthak Jain Sameer Singh Byron C. Wallace TDI 18 43 0 01 Jul 2021
FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging Han Guo Nazneen Rajani Peter Hase Joey Tianyi Zhou Caiming Xiong TDI 41 102 0 31 Dec 2020
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 190 576 0 02 May 2018
A causal framework for explaining the predictions of black-box sequence-to-sequence models David Alvarez-Melis Tommi Jaakkola CML 232 200 0 06 Jul 2017
One Sentence One Model for Neural Machine Translation Xiaoqing Li Jiajun Zhang Chengqing Zong AI4CE 128 62 0 21 Sep 2016