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Collections including paper arxiv:2305.07230

Challenges and Opportunities of Using Transformer-Based Multi-Task Learning in NLP Through ML Lifecycle: A Survey

Paper • 2308.08234 • Published Aug 16, 2023 • 1
Understanding and Improving Information Transfer in Multi-Task Learning

Paper • 2005.00944 • Published May 2, 2020 • 1
Improving Multi-task Learning via Seeking Task-based Flat Regions

Paper • 2211.13723 • Published Nov 24, 2022 • 3
Improvable Gap Balancing for Multi-Task Learning

Paper • 2307.15429 • Published Jul 28, 2023 • 2

Continual learning

CLIN: A Continually Learning Language Agent for Rapid Task Adaptation and Generalization

Paper • 2310.10134 • Published Oct 16, 2023 • 1
TiC-CLIP: Continual Training of CLIP Models

Paper • 2310.16226 • Published Oct 24, 2023 • 10
In-Context Pretraining: Language Modeling Beyond Document Boundaries

Paper • 2310.10638 • Published Oct 16, 2023 • 30
Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 14

Ensemble-Instruct: Generating Instruction-Tuning Data with a Heterogeneous Mixture of LMs

Paper • 2310.13961 • Published Oct 21, 2023 • 5
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs

Paper • 2309.09582 • Published Sep 18, 2023 • 4
Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models

Paper • 2310.13127 • Published Oct 19, 2023 • 12
Evaluating the Robustness to Instructions of Large Language Models

Paper • 2308.14306 • Published Aug 28, 2023 • 1

Question answering

Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering

Paper • 2204.04581 • Published Apr 10, 2022 • 1
Large Language Models (GPT) Struggle to Answer Multiple-Choice Questions about Code

Paper • 2303.08033 • Published Mar 9, 2023 • 1
CAR: Conceptualization-Augmented Reasoner for Zero-Shot Commonsense Question Answering

Paper • 2305.14869 • Published May 24, 2023 • 1
Multi-hop Commonsense Knowledge Injection Framework for Zero-Shot Commonsense Question Answering

Paper • 2305.05936 • Published May 10, 2023 • 1

Ada-Instruct: Adapting Instruction Generators for Complex Reasoning

Paper • 2310.04484 • Published Oct 6, 2023 • 5
Diversity of Thought Improves Reasoning Abilities of Large Language Models

Paper • 2310.07088 • Published Oct 11, 2023 • 5
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 82
Democratizing Reasoning Ability: Tailored Learning from Large Language Model

Paper • 2310.13332 • Published Oct 20, 2023 • 16

Challenges and Opportunities of Using Transformer-Based Multi-Task Learning in NLP Through ML Lifecycle: A Survey

Paper • 2308.08234 • Published Aug 16, 2023 • 1
Understanding and Improving Information Transfer in Multi-Task Learning

Paper • 2005.00944 • Published May 2, 2020 • 1
Improving Multi-task Learning via Seeking Task-based Flat Regions

Paper • 2211.13723 • Published Nov 24, 2022 • 3
Improvable Gap Balancing for Multi-Task Learning

Paper • 2307.15429 • Published Jul 28, 2023 • 2

Question answering

Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering

Paper • 2204.04581 • Published Apr 10, 2022 • 1
Large Language Models (GPT) Struggle to Answer Multiple-Choice Questions about Code

Paper • 2303.08033 • Published Mar 9, 2023 • 1
CAR: Conceptualization-Augmented Reasoner for Zero-Shot Commonsense Question Answering

Paper • 2305.14869 • Published May 24, 2023 • 1
Multi-hop Commonsense Knowledge Injection Framework for Zero-Shot Commonsense Question Answering

Paper • 2305.05936 • Published May 10, 2023 • 1

Continual learning

CLIN: A Continually Learning Language Agent for Rapid Task Adaptation and Generalization

Paper • 2310.10134 • Published Oct 16, 2023 • 1
TiC-CLIP: Continual Training of CLIP Models

Paper • 2310.16226 • Published Oct 24, 2023 • 10
In-Context Pretraining: Language Modeling Beyond Document Boundaries

Paper • 2310.10638 • Published Oct 16, 2023 • 30
Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 14

Ada-Instruct: Adapting Instruction Generators for Complex Reasoning

Paper • 2310.04484 • Published Oct 6, 2023 • 5
Diversity of Thought Improves Reasoning Abilities of Large Language Models

Paper • 2310.07088 • Published Oct 11, 2023 • 5
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 82
Democratizing Reasoning Ability: Tailored Learning from Large Language Model

Paper • 2310.13332 • Published Oct 20, 2023 • 16

Ensemble-Instruct: Generating Instruction-Tuning Data with a Heterogeneous Mixture of LMs

Paper • 2310.13961 • Published Oct 21, 2023 • 5
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs

Paper • 2309.09582 • Published Sep 18, 2023 • 4
Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models

Paper • 2310.13127 • Published Oct 19, 2023 • 12
Evaluating the Robustness to Instructions of Large Language Models

Paper • 2308.14306 • Published Aug 28, 2023 • 1

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