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EnvEdit: Environment Editing for Vision-and-Language Navigation ...
Li, Jialu; Tan, Hao; Bansal, Mohit. - : arXiv, 2022
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How can NLP Help Revitalize Endangered Languages? A Case Study and Roadmap for the Cherokee Language ...
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FixMyPose: Pose Correctional Captioning and Retrieval ...
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multiPRover: Generating Multiple Proofs for Improved Interpretability in Rule Reasoning ...
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MTVR: Multilingual Moment Retrieval in Videos ...
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FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.808/ Abstract: Influence functions approximate the "influences" of training data-points for test predictions and have a wide variety of applications. Despite the popularity, their computational cost does not scale well with model and training data size. We present FastIF, a set of simple modifications to influence functions that significantly improves their run-time. We use k-Nearest Neighbors (kNN) to narrow the search space down to a subset of good candidate data points, identify the configurations that best balance the speed-quality trade-off in estimating the inverse Hessian-vector product, and introduce a fast parallel variant. Our proposed method achieves about 80X speedup while being highly correlated with the original influence values. With the availability of the fast influence functions, we demonstrate their usefulness in four applications. First, we examine whether influential data-points can "explain" test time behavior using the ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Inference; Natural Language Processing
URL: https://underline.io/lecture/37878-fastif-scalable-influence-functions-for-efficient-model-interpretation-and-debugging
https://dx.doi.org/10.48448/z3hp-d992
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ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning ...
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Integrating Visuospatial, Linguistic and Commonsense Structure into Story Visualization ...
Maharana, Adyasha; Bansal, Mohit. - : arXiv, 2021
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EmailSum: Abstractive Email Thread Summarization ...
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10
Inducing Transformer’s Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks ...
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11
I like fish, especially dolphins: Addressing Contradictions in Dialogue Modeling ...
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InfoSurgeon: Cross-Media Fine-grained Information Consistency Checking for Fake News Detection ...
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13
Continuous Language Generative Flow ...
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multiPRover: Generating Multiple Proofs for Improved Interpretability in Rule Reasoning ...
NAACL 2021 2021; Bansal, Mohit; Saha, Swarnadeep. - : Underline Science Inc., 2021
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15
ChrEnTranslate: Cherokee-English Machine Translation Demo with Quality Estimation and Corrective Feedback ...
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16
Integrating Visuospatial, Linguistic, and Commonsense Structure into Story Visualization ...
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17
Summary-Source Proposition-level Alignment: Task, Datasets and Supervised Baseline ...
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18
Continual Few-Shot Learning for Text Classification ...
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19
Finding a Balanced Degree of Automation for Summary Evaluation ...
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Analyzing the Limits of Self-Supervision in Handling Bias in Language ...
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