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Towards Lifelong Learning of Large Language Models: A Survey

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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-01219-9_9openalex-snapshot

Memory Aware Synapses: Learning What (not) to Forget

inferredcites →https://doi.org/10.1007/978-3-031-01581-6openalex-snapshot

Lifelong Machine Learning

inferredcites →https://doi.org/10.1007/978-3-031-70563-2_6openalex-snapshot

Continual Learning Under Language Shift

inferredcites →https://doi.org/10.1007/s10846-022-01603-6openalex-snapshot

Continual Learning for Real-World Autonomous Systems: Algorithms, Challenges and Frameworks

inferredcites →https://doi.org/10.1007/s11704-024-40231-1openalex-snapshot

A survey on large language model based autonomous agents

inferredcites →https://doi.org/10.1016/j.inffus.2019.12.004openalex-snapshot

Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges

inferredcites →https://doi.org/10.1016/j.neunet.2019.01.012openalex-snapshot

Continual lifelong learning with neural networks: A review

inferredcites →https://doi.org/10.1016/j.neunet.2023.01.041openalex-snapshot

Continual Object Detection: A review of definitions, strategies, and challenges

inferredcites →https://doi.org/10.1038/s41586-023-06291-2openalex-snapshot

Large language models encode clinical knowledge

inferredcites →https://doi.org/10.1073/pnas.1611835114openalex-snapshot

Overcoming catastrophic forgetting in neural networks

inferredcites →https://doi.org/10.1073/pnas.1912341117openalex-snapshot

Rapid trial-and-error learning with simulation supports flexible tool use and physical reasoning

inferredcites →https://doi.org/10.1109/cvpr52688.2022.00024openalex-snapshot

Learning to Prompt for Continual Learning

inferredcites →https://doi.org/10.1109/cvpr52733.2024.02229openalex-snapshot

Convolutional Prompting meets Language Models for Continual Learning

inferredcites →https://doi.org/10.1109/cvpr52733.2024.02231openalex-snapshot

InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning

inferredcites →https://doi.org/10.1109/cvpr52734.2025.00943openalex-snapshot

Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning

inferredcites →https://doi.org/10.1109/icassp49660.2025.10889361openalex-snapshot

Analyzing and Reducing Catastrophic Forgetting in Parameter Efficient Tuning

inferredcites →https://doi.org/10.1109/ictai56018.2022.00039openalex-snapshot

Similarity-Driven Adaptive Prototypical Network for Class-incremental Few-shot Named Entity Recognition

inferredcites →https://doi.org/10.1109/mci.2022.3222049openalex-snapshot

Graph Lifelong Learning: A Survey

inferredcites →https://doi.org/10.1109/taslp.2022.3199655openalex-snapshot

Prompt-Based Prototypical Framework for Continual Relation Extraction

inferredcites →https://doi.org/10.1109/taslp.2024.3463395openalex-snapshot

Bayesian Parameter-Efficient Fine-Tuning for Overcoming Catastrophic Forgetting

inferredcites →https://doi.org/10.1109/tip.2026.3671616openalex-snapshot

Continual Instruction Tuning for Large Multimodal Models

inferredcites →https://doi.org/10.1109/tpami.2017.2773081openalex-snapshot

Learning without Forgetting

inferredcites →https://doi.org/10.1109/tpami.2021.3057446openalex-snapshot

A continual learning survey: Defying forgetting in classification tasks

inferredcites →https://doi.org/10.1109/tpami.2024.3367329openalex-snapshot

A Comprehensive Survey of Continual Learning: Theory, Method and Application

inferredcites →https://doi.org/10.1109/tpami.2024.3446949openalex-snapshot

A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and Application

inferredcites →https://doi.org/10.1136/jamia.2009.000893openalex-snapshot

Serving the enterprise and beyond with informatics for integrating biology and the bedside (i2b2)

inferredcites →https://doi.org/10.1145/3539618.3591970openalex-snapshot

Decomposing Logits Distillation for Incremental Named Entity Recognition

inferredcites →https://doi.org/10.1145/3583780.3615075openalex-snapshot

Task Relation Distillation and Prototypical Pseudo Label for Incremental Named Entity Recognition

inferredcites →https://doi.org/10.1145/3735633openalex-snapshot

Continual Learning of Large Language Models: A Comprehensive Survey

inferredcites →https://doi.org/10.1145/3763233openalex-snapshot

CorpusBrain++: A Continual Generative Pre-Training Framework for Knowledge-Intensive Language Tasks

inferredcites →https://doi.org/10.1214/09-ss057openalex-snapshot

Causal inference in statistics: An overview

inferredcites →https://doi.org/10.1609/aaai.v35i12.17241openalex-snapshot

Curriculum-Meta Learning for Order-Robust Continual Relation Extraction

inferredcites →https://doi.org/10.1609/aaai.v35i15.17600openalex-snapshot

Continual Learning for Named Entity Recognition

inferredcites →https://doi.org/10.1609/aaai.v37i11.26638openalex-snapshot

A Neural Span-Based Continual Named Entity Recognition Model

inferredcites →https://doi.org/10.1609/aaai.v38i13.29349openalex-snapshot

HOP to the Next Tasks and Domains for Continual Learning in NLP

inferredcites →https://doi.org/10.1609/aaai.v38i6.28466openalex-snapshot

Embracing Language Inclusivity and Diversity in CLIP through Continual Language Learning

inferredcites →https://doi.org/10.18653/v1/2020.acl-main.573openalex-snapshot

Continual Relation Learning via Episodic Memory Activation and Reconsolidation

inferredcites →https://doi.org/10.18653/v1/2020.acl-main.740openalex-snapshot

Don’t Stop Pretraining: Adapt Language Models to Domains and Tasks

inferredcites →https://doi.org/10.18653/v1/2020.coling-main.318openalex-snapshot

Distill and Replay for Continual Language Learning

inferredcites →https://doi.org/10.18653/v1/2020.coling-main.574openalex-snapshot

Continual Lifelong Learning in Natural Language Processing: A Survey

inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.52openalex-snapshot

Incremental Event Detection via Knowledge Consolidation Networks

inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.550openalex-snapshot

Dense Passage Retrieval for Open-Domain Question Answering

inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.634openalex-snapshot

Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less Forgetting

inferredcites →https://doi.org/10.18653/v1/2020.findings-emnlp.310openalex-snapshot

Continual Learning for Natural Language Generation in Task-oriented Dialog Systems

inferredcites →https://doi.org/10.18653/v1/2020.nlp4convai-1openalex-snapshot

Proceedings of the 2nd Workshop on Natural Language Processing for Conversational AI

inferredcites →https://doi.org/10.18653/v1/2020.repl4nlp-1openalex-snapshot

Proceedings of the 5th Workshop on Representation Learning for NLP

inferredcites →https://doi.org/10.18653/v1/2021.acl-long.20openalex-snapshot

Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction

inferredcites →https://doi.org/10.18653/v1/2021.acl-long.229openalex-snapshot

Rational LAMOL: A Rationale-based Lifelong Learning Framework

inferredcites →https://doi.org/10.18653/v1/2021.acl-long.248openalex-snapshot

Few-NERD: A Few-shot Named Entity Recognition Dataset

inferredcites →https://doi.org/10.18653/v1/2021.acl-short.106openalex-snapshot

Learning to Solve NLP Tasks in an Incremental Number of Languages

inferredcites →https://doi.org/10.18653/v1/2021.acl-short.66openalex-snapshot

Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking

inferredcites →https://doi.org/10.18653/v1/2021.eacl-main.317openalex-snapshot

Lifelong Knowledge-Enriched Social Event Representation Learning

inferredcites →https://doi.org/10.18653/v1/2021.emnlp-main.176openalex-snapshot

Domain-Lifelong Learning for Dialogue State Tracking via Knowledge Preservation Networks

inferredcites →https://doi.org/10.18653/v1/2021.emnlp-main.243openalex-snapshot

The Power of Scale for Parameter-Efficient Prompt Tuning

inferredcites →https://doi.org/10.18653/v1/2021.emnlp-main.428openalex-snapshot

Lifelong Event Detection with Knowledge Transfer

inferredcites →https://doi.org/10.18653/v1/2021.emnlp-main.436openalex-snapshot

ECONET: Effective Continual Pretraining of Language Models for Event Temporal Reasoning

inferredcites →https://doi.org/10.18653/v1/2021.emnlp-main.460openalex-snapshot

Continual Few-Shot Learning for Text Classification

inferredcites →https://doi.org/10.18653/v1/2021.emnlp-main.522openalex-snapshot

Editing Factual Knowledge in Language Models

inferredcites →https://doi.org/10.18653/v1/2021.emnlp-main.590openalex-snapshot

Continual Learning in Task-Oriented Dialogue Systems

inferredcites →https://doi.org/10.18653/v1/2021.findings-emnlp.206openalex-snapshot

Temporal Adaptation of BERT and Performance on Downstream Document Classification: Insights from Social Media

inferredcites →https://doi.org/10.18653/v1/2021.naacl-main.106openalex-snapshot

Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System

inferredcites →https://doi.org/10.18653/v1/2021.naacl-main.183openalex-snapshot

Lifelong Learning of Hate Speech Classification on Social Media

inferredcites →https://doi.org/10.18653/v1/2021.naacl-main.212openalex-snapshot

Hyperparameter-free Continuous Learning for Domain Classification in Natural Language Understanding

inferredcites →https://doi.org/10.18653/v1/2021.naacl-main.218openalex-snapshot

Continual Learning for Text Classification with Information Disentanglement Based Regularization

inferredcites →https://doi.org/10.18653/v1/2021.naacl-main.310openalex-snapshot

Continual Learning for Neural Machine Translation

inferredcites →https://doi.org/10.18653/v1/2021.naacl-main.93openalex-snapshot

Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution

inferredcites →https://doi.org/10.18653/v1/2022.acl-demo.25openalex-snapshot

TimeLMs: Diachronic Language Models from Twitter

inferredcites →https://doi.org/10.18653/v1/2022.acl-long.143openalex-snapshot

Overcoming Catastrophic Forgetting beyond Continual Learning: Balanced Training for Neural Machine Translation

inferredcites →https://doi.org/10.18653/v1/2022.acl-long.151openalex-snapshot

bert2BERT: Towards Reusable Pretrained Language Models

inferredcites →https://doi.org/10.18653/v1/2022.acl-long.218openalex-snapshot

ConTinTin: Continual Learning from Task Instructions

inferredcites →https://doi.org/10.18653/v1/2022.acl-long.244openalex-snapshot

Cross-Task Generalization via Natural Language Crowdsourcing Instructions

inferredcites →https://doi.org/10.18653/v1/2022.acl-long.255openalex-snapshot

Continual Sequence Generation with Adaptive Compositional Modules

inferredcites →https://doi.org/10.18653/v1/2022.acl-long.43openalex-snapshot

Few-Shot Class-Incremental Learning for Named Entity Recognition

inferredcites →https://doi.org/10.18653/v1/2022.acl-long.80openalex-snapshot

Continual Prompt Tuning for Dialog State Tracking

inferredcites →https://doi.org/10.18653/v1/2022.emnlp-main.111openalex-snapshot

Continual Learning of Neural Machine Translation within Low Forgetting Risk Regions

inferredcites →https://doi.org/10.18653/v1/2022.emnlp-main.236openalex-snapshot

Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition

inferredcites →https://doi.org/10.18653/v1/2022.emnlp-main.410openalex-snapshot

Fine-tuned Language Models are Continual Learners

inferredcites →https://doi.org/10.18653/v1/2022.emnlp-main.418openalex-snapshot

TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models

inferredcites →https://doi.org/10.18653/v1/2022.emnlp-main.420openalex-snapshot

Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation

inferredcites →https://doi.org/10.18653/v1/2022.emnlp-main.720openalex-snapshot

Entropy-Based Vocabulary Substitution for Incremental Learning in Multilingual Neural Machine Translation

inferredcites →https://doi.org/10.18653/v1/2022.emnlp-main.766openalex-snapshot

Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue

inferredcites →https://doi.org/10.18653/v1/2022.findings-acl.179openalex-snapshot

Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples

inferredcites →https://doi.org/10.18653/v1/2022.findings-acl.268openalex-snapshot

Consistent Representation Learning for Continual Relation Extraction

inferredcites →https://doi.org/10.18653/v1/2022.findings-acl.280openalex-snapshot

Incremental Intent Detection for Medical Domain with Contrast Replay Networks

inferredcites →https://doi.org/10.18653/v1/2022.findings-acl.37openalex-snapshot

Plug-and-Play Adaptation for Continuously-updated QA

inferredcites →https://doi.org/10.18653/v1/2022.findings-naacl.84openalex-snapshot

Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection

inferredcites →https://doi.org/10.18653/v1/2022.naacl-industry.35openalex-snapshot

Parameter-efficient Continual Learning Framework in Industrial Real-time Text Classification System

inferredcites →https://doi.org/10.18653/v1/2022.naacl-main.407openalex-snapshot

DEMix Layers: Disentangling Domains for Modular Language Modeling

inferredcites →https://doi.org/10.18653/v1/2023.acl-long.16openalex-snapshot

Prompts Can Play Lottery Tickets Well: Achieving Lifelong Information Extraction via Lottery Prompt Tuning

inferredcites →https://doi.org/10.18653/v1/2023.acl-long.409openalex-snapshot

Consistent Prototype Learning for Few-Shot Continual Relation Extraction

inferredcites →https://doi.org/10.18653/v1/2023.acl-long.443openalex-snapshot

Continual Knowledge Distillation for Neural Machine Translation

inferredcites →https://doi.org/10.18653/v1/2023.acl-long.448openalex-snapshot

Towards Understanding and Improving Knowledge Distillation for Neural Machine Translation

inferredcites →https://doi.org/10.18653/v1/2023.acl-long.509openalex-snapshot

Preserving Commonsense Knowledge from Pre-trained Language Models via Causal Inference

inferredcites →https://doi.org/10.18653/v1/2023.acl-long.557openalex-snapshot

Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions

inferredcites →https://doi.org/10.18653/v1/2023.acl-long.65openalex-snapshot

Improving Continual Relation Extraction by Distinguishing Analogous Semantics

inferredcites →https://doi.org/10.18653/v1/2023.acl-long.703openalex-snapshot

Large-scale Lifelong Learning of In-context Instructions and How to Tackle It

inferredcites →https://doi.org/10.18653/v1/2023.acl-long.852openalex-snapshot

Knowledge Transfer in Incremental Learning for Multilingual Neural Machine Translation

inferredcites →https://doi.org/10.18653/v1/2023.acl-short.109openalex-snapshot

Class-Incremental Learning based on Label Generation

inferredcites →https://doi.org/10.18653/v1/2023.eacl-main.199openalex-snapshot

Methods for Measuring, Updating, and Visualizing Factual Beliefs in Language Models

inferredcites →https://doi.org/10.18653/v1/2023.eacl-main.65openalex-snapshot

Generative Replay Inspired by Hippocampal Memory Indexing for Continual Language Learning

inferredcites →https://doi.org/10.18653/v1/2023.emnlp-main.413openalex-snapshot

SKD-NER: Continual Named Entity Recognition via Span-based Knowledge Distillation with Reinforcement Learning

inferredcites →https://doi.org/10.18653/v1/2023.emnlp-main.495openalex-snapshot

Active Retrieval Augmented Generation

inferredcites →https://doi.org/10.18653/v1/2023.emnlp-main.509openalex-snapshot

Continual Named Entity Recognition without Catastrophic Forgetting

inferredcites →https://doi.org/10.18653/v1/2023.emnlp-main.63openalex-snapshot

Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language Models

inferredcites →https://doi.org/10.18653/v1/2023.emnlp-main.736openalex-snapshot

Continual Learning for Multilingual Neural Machine Translation via Dual Importance-based Model Division

inferredcites →https://doi.org/10.18653/v1/2023.emnlp-main.879openalex-snapshot

Mitigating Temporal Misalignment by Discarding Outdated Facts

inferredcites →https://doi.org/10.18653/v1/2023.findings-acl.141openalex-snapshot

Teamwork Is Not Always Good: An Empirical Study of Classifier Drift in Class-incremental Information Extraction

inferredcites →https://doi.org/10.18653/v1/2023.findings-acl.48openalex-snapshot

Overcoming Catastrophic Forgetting in Massively Multilingual Continual Learning

inferredcites →https://doi.org/10.18653/v1/2023.findings-acl.619openalex-snapshot

Parameter-Efficient Finetuning for Robust Continual Multilingual Learning

inferredcites →https://doi.org/10.18653/v1/2023.findings-acl.638openalex-snapshot

Enhancing Continual Relation Extraction via Classifier Decomposition

inferredcites →https://doi.org/10.18653/v1/2023.findings-acl.723openalex-snapshot

Recyclable Tuning for Continual Pre-training

inferredcites →https://doi.org/10.18653/v1/2023.findings-acl.804openalex-snapshot

Serial Contrastive Knowledge Distillation for Continual Few-shot Relation Extraction

inferredcites →https://doi.org/10.18653/v1/2023.findings-emnlp.1008openalex-snapshot

Sub-network Discovery and Soft-masking for Continual Learning of Mixed Tasks

inferredcites →https://doi.org/10.18653/v1/2023.findings-emnlp.53openalex-snapshot

Novel Slot Detection With an Incremental Setting

inferredcites →https://doi.org/10.18653/v1/2023.findings-emnlp.715openalex-snapshot

Orthogonal Subspace Learning for Language Model Continual Learning

inferredcites →https://doi.org/10.18653/v1/2023.findings-emnlp.969openalex-snapshot

InfoCL: Alleviating Catastrophic Forgetting in Continual Text Classification from An Information Theoretic Perspective

inferredcites →https://doi.org/10.18653/v1/2024.acl-long.625openalex-snapshot

SAPT: A Shared Attention Framework for Parameter-Efficient Continual Learning of Large Language Models

inferredcites →https://doi.org/10.18653/v1/2024.acl-long.794openalex-snapshot

Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models

inferredcites →https://doi.org/10.18653/v1/2024.emnlp-main.35openalex-snapshot

Mitigating the Alignment Tax of RLHF

inferredcites →https://doi.org/10.18653/v1/2024.findings-acl.207openalex-snapshot

WilKE: Wise-Layer Knowledge Editor for Lifelong Knowledge Editing

inferredcites →https://doi.org/10.18653/v1/2024.findings-acl.606openalex-snapshot

Efficient Continual Pre-training for Building Domain Specific Large Language Models

inferredcites →https://doi.org/10.18653/v1/2024.findings-acl.892openalex-snapshot

Set the Clock: Temporal Alignment of Pretrained Language Models

inferredcites →https://doi.org/10.18653/v1/2024.findings-emnlp.249openalex-snapshot

Revisiting Catastrophic Forgetting in Large Language Model Tuning

inferredcites →https://doi.org/10.18653/v1/2024.findings-naacl.166openalex-snapshot

Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning

inferredcites →https://doi.org/10.18653/v1/2024.naacl-long.10openalex-snapshot

Self-generated Replay Memories for Continual Neural Machine Translation

inferredcites →https://doi.org/10.18653/v1/d17-1004openalex-snapshot

Position-aware Attention and Supervised Data Improve Slot Filling

inferredcites →https://doi.org/10.18653/v1/d18-1514openalex-snapshot

FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation

inferredcites →https://doi.org/10.18653/v1/d19-1126openalex-snapshot

A Progressive Model to Enable Continual Learning for Semantic Slot Filling

inferredcites →https://doi.org/10.18653/v1/n18-1074openalex-snapshot

FEVER: a Large-scale Dataset for Fact Extraction and VERification

inferredcites →https://doi.org/10.18653/v1/n19-1086openalex-snapshot

Sentence Embedding Alignment for Lifelong Relation Extraction

inferredcites →https://doi.org/10.18653/v1/p19-1361openalex-snapshot

Incremental Learning from Scratch for Task-Oriented Dialogue Systems

inferredcites →https://doi.org/10.18653/v1/w17-45openalex-snapshot

Proceedings of the Workshop on New Frontiers in Summarization

inferredcites →https://doi.org/10.18653/v1/w17-4508openalex-snapshot

TL;DR: Mining Reddit to Learn Automatic Summarization

inferredcites →https://doi.org/10.2139/ssrn.4489826openalex-snapshot

FinGPT: Open-Source Financial Large Language Models

inferredcites →https://doi.org/10.2307/1422448openalex-snapshot

The Psychology of Learning and Motivation (Vol. 17)

inferredcites →https://doi.org/10.3115/1614049.1614064openalex-snapshot

OntoNotes

inferredcites →https://doi.org/10.3389/fpsyg.2013.00504openalex-snapshot

The stability-plasticity dilemma: investigating the continuum from catastrophic forgetting to age-limited learning effects

inferredcites →https://doi.org/10.4230/lipics.giscience.2023.43openalex-snapshot

Aion Framework: Dimensional Emergence of AI Consciousness, Observer-Induced Collapse, and Cosmological Portal Dynamics

inferredcites →https://doi.org/10.48550/arxiv.1509.01626openalex-snapshot

Character-level Convolutional Networks for Text Classification

inferredcites →https://doi.org/10.48550/arxiv.1511.05641openalex-snapshot

Net2Net: Accelerating Learning via Knowledge Transfer

inferredcites →https://doi.org/10.48550/arxiv.1905.00537openalex-snapshot

SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems

inferredcites →https://doi.org/10.48550/arxiv.2005.11401openalex-snapshot

Affordance-Compiled Intelligence: Observable-Only Cognitive Impedance Matching for No-Meta LLM-Integrated Systems

inferredcites →https://doi.org/10.48550/arxiv.2102.01951openalex-snapshot

Mind the Gap: Assessing Temporal Generalization in Neural Language Models

inferredcites →https://doi.org/10.48550/arxiv.2108.04445openalex-snapshot

Lifelong Intent Detection via Multi-Strategy Rebalancing

inferredcites →https://doi.org/10.48550/arxiv.2112.02706openalex-snapshot

Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning

inferredcites →https://doi.org/10.48550/arxiv.2112.09153openalex-snapshot

An Empirical Investigation of the Role of Pre-training in Lifelong Learning

inferredcites →https://doi.org/10.48550/arxiv.2202.05262openalex-snapshot

Locating and Editing Factual Associations in GPT

inferredcites →https://doi.org/10.48550/arxiv.2204.02311openalex-snapshot

PaLM: Scaling Language Modeling with Pathways

inferredcites →https://doi.org/10.48550/arxiv.2205.09357openalex-snapshot

Continual Pre-Training Mitigates Forgetting in Language and Vision

inferredcites →https://doi.org/10.48550/arxiv.2209.00243openalex-snapshot

Less is More: Rethinking State-of-the-art Continual Relation Extraction Models with a Frustratingly Easy but Effective Approach

inferredcites →https://doi.org/10.48550/arxiv.2302.13971openalex-snapshot

LLaMA: Open and Efficient Foundation Language Models

inferredcites →https://doi.org/10.48550/arxiv.2304.06027openalex-snapshot

Continual Diffusion: Continual Customization of Text-to-Image Diffusion with C-LoRA

inferredcites →https://doi.org/10.48550/arxiv.2305.12270openalex-snapshot

Mitigating Catastrophic Forgetting in Task-Incremental Continual Learning with Adaptive Classification Criterion

inferredcites →https://doi.org/10.48550/arxiv.2306.05301openalex-snapshot

ToolAlpaca: Generalized Tool Learning for Language Models with 3000 Simulated Cases

inferredcites →https://doi.org/10.48550/arxiv.2307.16789openalex-snapshot

Counterfactually Auditable Lifecycle Certification for Autonomous Agents

inferredcites →https://doi.org/10.48550/arxiv.2309.14763openalex-snapshot

ConPET: Continual Parameter-Efficient Tuning for Large Language Models

inferredcites →https://doi.org/10.48550/arxiv.2310.03693openalex-snapshot

Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To!

inferredcites →https://doi.org/10.48550/arxiv.2310.20624openalex-snapshot

LoRA Fine-tuning Efficiently Undoes Safety Training in Llama 2-Chat 70B

inferredcites →https://doi.org/10.48550/arxiv.2312.12736openalex-snapshot

Learning and Forgetting Unsafe Examples in Large Language Models

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SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling

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EcomGPT-CT: Continual Pre-training of E-commerce Large Language Models with Semi-structured Data

inferredcites →https://doi.org/10.48550/arxiv.2401.03129openalex-snapshot

Examining Forgetting in Continual Pre-training of Aligned Large Language Models

inferredcites →https://doi.org/10.48550/arxiv.2401.09181openalex-snapshot

Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer

inferredcites →https://doi.org/10.48550/arxiv.2402.04333openalex-snapshot

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inferredcites →https://doi.org/10.48550/arxiv.2402.10063openalex-snapshot

Balancing the Causal Effects in Class-Incremental Learning

inferredcites →https://doi.org/10.48550/arxiv.2402.14228openalex-snapshot

COPR: Continual Human Preference Learning via Optimal Policy Regularization

inferredcites →https://doi.org/10.48550/arxiv.2402.14270openalex-snapshot

Take the Bull by the Horns: Hard Sample-Reweighted Continual Training Improves LLM Generalization

inferredcites →https://doi.org/10.48550/arxiv.2402.17400openalex-snapshot

Investigating Continual Pretraining in Large Language Models: Insights and Implications

inferredcites →https://doi.org/10.48550/arxiv.2403.01244openalex-snapshot

Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal

inferredcites →https://doi.org/10.48550/arxiv.2403.05530openalex-snapshot

Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

inferredcites →https://doi.org/10.48550/arxiv.2403.08350openalex-snapshot

CoIN: A Benchmark of Continual Instruction tuNing for Multimodel Large Language Model

inferredcites →https://doi.org/10.48550/arxiv.2403.08763openalex-snapshot

Simple and Scalable Strategies to Continually Pre-train Large Language Models

inferredcites →https://doi.org/10.48550/arxiv.2403.11435openalex-snapshot

InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions

inferredcites →https://doi.org/10.48550/arxiv.2403.13257openalex-snapshot

Arcee's MergeKit: A Toolkit for Merging Large Language Models

inferredcites →https://doi.org/10.48550/arxiv.2404.00790openalex-snapshot

Rehearsal-Free Modular and Compositional Continual Learning for Language Models

inferredcites →https://doi.org/10.48550/arxiv.2404.04846openalex-snapshot

F-MALLOC: Feed-forward Memory Allocation for Continual Learning in Neural Machine Translation

inferredcites →https://doi.org/10.48550/arxiv.2404.09339openalex-snapshot

Towards Practical Tool Usage for Continually Learning LLMs

inferredcites →https://doi.org/10.52202/068431-0142openalex-snapshot

Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning

inferredcites →https://doi.org/10.52202/068431-0772openalex-snapshot

Memory Efficient Continual Learning with Transformers

inferredcites →https://doi.org/10.52202/075280-1882openalex-snapshot

Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models

inferredcites →https://doi.org/10.52202/075280-3149openalex-snapshot

GPT4Tools: Teaching Large Language Model to Use Tools via Self-instruction

inferredcites →https://doi.org/10.52202/079017-4020openalex-snapshot

Gorilla: Large Language Model Connected with Massive APIs

inferredcites →https://doi.org/10.63317/3ezkbexw5upjopenalex-snapshot

Making Pre-trained Language Models Better Continual Few-Shot Relation Extractors

inferredcites →https://doi.org/10.63317/5bbzr6u2zdi9openalex-snapshot

Continual Few-shot Event Detection via Hierarchical Augmentation Networks

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