Active Learning for Robust and Representative LLM Generation in
Safety-Critical Scenarios

Active Learning for Robust and Representative LLM Generation in Safety-Critical Scenarios

14 October 2024

Anthony Sicilia

Malihe Alikhani

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Papers citing "Active Learning for Robust and Representative LLM Generation in Safety-Critical Scenarios"

14 / 14 papers shown

Title
Coherence-Driven Multimodal Safety Dialogue with Active Learning for Embodied Agents Sabit Hassan Hye-Young Chung Xiang Zhi Tan Malihe Alikhani 193 0 0 18 Oct 2024
D-CALM: A Dynamic Clustering-based Active Learning Approach for Mitigating Bias Sabit Hassan Malihe Alikhani AI4CE 52 10 0 26 May 2023
APPDIA: A Discourse-aware Transformer-based Style Transfer Model for Offensive Social Media Conversations Katherine Atwell Sabit Hassan Malihe Alikhani 87 31 0 17 Sep 2022
Mitigating Language-Dependent Ethnic Bias in BERT Jaimeen Ahn Alice Oh 211 101 0 13 Sep 2021
Active Learning by Acquiring Contrastive Examples Katerina Margatina Giorgos Vernikos Loïc Barrault Nikolaos Aletras 78 192 0 08 Sep 2021
Anticipating Safety Issues in E2E Conversational AI: Framework and Tooling Emily Dinan Gavin Abercrombie A. S. Bergman Shannon L. Spruit Dirk Hovy Y-Lan Boureau Verena Rieser 66 107 0 07 Jul 2021
On the Importance of Effectively Adapting Pretrained Language Models for Active Learning Katerina Margatina Loïc Barrault Nikolaos Aletras 60 38 0 16 Apr 2021
UmlsBERT: Clinical Domain Knowledge Augmentation of Contextual Embeddings Using the Unified Medical Language System Metathesaurus George Michalopoulos Yuanxin Wang H. Kaka Helen H. Chen Alexander Wong 72 125 0 20 Oct 2020
Cold-start Active Learning through Self-supervised Language Modeling Michelle Yuan Hsuan-Tien Lin Jordan L. Boyd-Graber 184 184 0 19 Oct 2020
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 255 7,547 0 02 Oct 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 677 24,541 0 26 Jul 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Gender Bias in Neural Natural Language Processing Kaiji Lu Piotr (Peter) Mardziel Fangjing Wu Preetam Amancharla Anupam Datta 117 356 0 31 Jul 2018
Practical Obstacles to Deploying Active Learning David Lowell Zachary Chase Lipton Byron C. Wallace 84 111 0 12 Jul 2018