ResearchTrend.AI
  • Papers
  • Communities
  • Events
  • Blog
  • Pricing
Papers
Communities
Social Events
Terms and Conditions
Pricing
Parameter LabParameter LabTwitterGitHubLinkedInBlueskyYoutube

© 2025 ResearchTrend.AI, All rights reserved.

  1. Home
  2. Papers
  3. 2505.17110
  4. Cited By
Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling

Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling

21 May 2025
Junlin Li
Guodong DU
Jing Li
Sim Kuan Goh
Wenya Wang
Yequan Wang
Fangming Liu
Jing Li
Saleh Alharbi
Daojing He
Min Zhang
    MoMe
    CLL
ArXivPDFHTML

Papers citing "Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling"

50 / 52 papers shown
Title
Multi-objective Large Language Model Alignment with Hierarchical Experts
Multi-objective Large Language Model Alignment with Hierarchical Experts
Zhuo Li
Guodong DU
Weiyang Guo
Yigeng Zhou
Xiucheng Li
...
Fangming Liu
Yequan Wang
Deheng Ye
Min Zhang
Jing Li
ALM
MoE
33
0
0
27 May 2025
ReaderLM-v2: Small Language Model for HTML to Markdown and JSON
Feng Wang
Zesheng Shi
Bo Wang
Nan Wang
Han Xiao
RALM
83
3
0
03 Mar 2025
OneLLM: One Framework to Align All Modalities with Language
OneLLM: One Framework to Align All Modalities with Language
Jiaming Han
Kaixiong Gong
Yiyuan Zhang
Jiaqi Wang
Kaipeng Zhang
Dahua Lin
Yu Qiao
Peng Gao
Xiangyu Yue
MLLM
140
121
0
10 Jan 2025
Knowledge Fusion By Evolving Weights of Language Models
Knowledge Fusion By Evolving Weights of Language Models
Guodong DU
Yiyao Cao
Hanting Liu
Runhua Jiang
Shuyang Yu
Yifei Guo
Sim Kuan Goh
Jing Li
MoMe
57
15
0
18 Jun 2024
Multimodal Reasoning with Multimodal Knowledge Graph
Multimodal Reasoning with Multimodal Knowledge Graph
Junlin Lee
Yequan Wang
Jing Li
Min Zhang
57
21
0
04 Jun 2024
Localizing Task Information for Improved Model Merging and Compression
Localizing Task Information for Improved Model Merging and Compression
Ke Wang
Nikolaos Dimitriadis
Guillermo Ortiz-Jimenez
Franccois Fleuret
Pascal Frossard
MoMe
48
56
0
13 May 2024
Multimodal Attention Merging for Improved Speech Recognition and Audio
  Event Classification
Multimodal Attention Merging for Improved Speech Recognition and Audio Event Classification
Anirudh S. Sundar
Chao-Han Huck Yang
David M. Chan
Shalini Ghosh
Venkatesh Ravichandran
P. S. Nidadavolu
MoMe
65
9
0
22 Dec 2023
InternVL: Scaling up Vision Foundation Models and Aligning for Generic
  Visual-Linguistic Tasks
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks
Zhe Chen
Jiannan Wu
Wenhai Wang
Weijie Su
Guo Chen
...
Bin Li
Ping Luo
Tong Lu
Yu Qiao
Jifeng Dai
VLM
MLLM
211
1,036
0
21 Dec 2023
X-InstructBLIP: A Framework for aligning X-Modal instruction-aware
  representations to LLMs and Emergent Cross-modal Reasoning
X-InstructBLIP: A Framework for aligning X-Modal instruction-aware representations to LLMs and Emergent Cross-modal Reasoning
Artemis Panagopoulou
Le Xue
Ning Yu
Junnan Li
Dongxu Li
Shafiq Joty
Ran Xu
Silvio Savarese
Caiming Xiong
Juan Carlos Niebles
VLM
MLLM
71
53
0
30 Nov 2023
Video-LLaVA: Learning United Visual Representation by Alignment Before
  Projection
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection
Bin Lin
Yang Ye
Bin Zhu
Jiaxi Cui
Munan Ning
Peng Jin
Li-ming Yuan
VLM
MLLM
223
627
0
16 Nov 2023
Qwen-Audio: Advancing Universal Audio Understanding via Unified
  Large-Scale Audio-Language Models
Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models
Yunfei Chu
Jin Xu
Xiaohuan Zhou
Qian Yang
Shiliang Zhang
Zhijie Yan
Chang Zhou
Jingren Zhou
AuLLM
66
315
0
14 Nov 2023
Language Models are Super Mario: Absorbing Abilities from Homologous
  Models as a Free Lunch
Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch
Le Yu
Yu Bowen
Haiyang Yu
Fei Huang
Yongbin Li
MoMe
76
304
0
06 Nov 2023
Improved Baselines with Visual Instruction Tuning
Improved Baselines with Visual Instruction Tuning
Haotian Liu
Chunyuan Li
Yuheng Li
Yong Jae Lee
VLM
MLLM
89
2,593
0
05 Oct 2023
LanguageBind: Extending Video-Language Pretraining to N-modality by
  Language-based Semantic Alignment
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment
Bin Zhu
Bin Lin
Munan Ning
Yang Yan
Jiaxi Cui
...
Zongwei Li
Wancai Zhang
Zhifeng Li
Wei Liu
Liejie Yuan
VLM
MLLM
48
220
0
03 Oct 2023
NExT-GPT: Any-to-Any Multimodal LLM
NExT-GPT: Any-to-Any Multimodal LLM
Shengqiong Wu
Hao Fei
Leigang Qu
Wei Ji
Tat-Seng Chua
MLLM
68
480
0
11 Sep 2023
ImageBind-LLM: Multi-modality Instruction Tuning
ImageBind-LLM: Multi-modality Instruction Tuning
Jiaming Han
Renrui Zhang
Wenqi Shao
Peng Gao
Peng Xu
...
Yafei Wen
Xiaoxin Chen
Xiangyu Yue
Hongsheng Li
Yu Qiao
MLLM
70
119
0
07 Sep 2023
PointLLM: Empowering Large Language Models to Understand Point Clouds
PointLLM: Empowering Large Language Models to Understand Point Clouds
Runsen Xu
Xiaolong Wang
Tai Wang
Yilun Chen
Jiangmiao Pang
Dahua Lin
MLLM
66
165
0
31 Aug 2023
UnIVAL: Unified Model for Image, Video, Audio and Language Tasks
UnIVAL: Unified Model for Image, Video, Audio and Language Tasks
Mustafa Shukor
Corentin Dancette
Alexandre Ramé
Matthieu Cord
MoMe
MLLM
75
44
0
30 Jul 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models
Llama 2: Open Foundation and Fine-Tuned Chat Models
Hugo Touvron
Louis Martin
Kevin R. Stone
Peter Albert
Amjad Almahairi
...
Sharan Narang
Aurelien Rodriguez
Robert Stojnic
Sergey Edunov
Thomas Scialom
AI4MH
ALM
206
11,636
0
18 Jul 2023
MotionGPT: Human Motion as a Foreign Language
MotionGPT: Human Motion as a Foreign Language
Biao Jiang
Xin Chen
Wen Liu
Jingyi Yu
Gang Yu
Tao Chen
MLLM
53
280
0
26 Jun 2023
AudioPaLM: A Large Language Model That Can Speak and Listen
AudioPaLM: A Large Language Model That Can Speak and Listen
Paul Kishan Rubenstein
Chulayuth Asawaroengchai
D. Nguyen
Ankur Bapna
Zalan Borsos
...
Neil Zeghidour
Yu Zhang
Zhishuai Zhang
Lukás Zilka
Christian Frank
LM&MA
AuLLM
VLM
78
275
0
22 Jun 2023
Macaw-LLM: Multi-Modal Language Modeling with Image, Audio, Video, and
  Text Integration
Macaw-LLM: Multi-Modal Language Modeling with Image, Audio, Video, and Text Integration
Chenyang Lyu
Minghao Wu
Longyue Wang
Xinting Huang
Bingshuai Liu
Zefeng Du
Shuming Shi
Zhaopeng Tu
MLLM
AuLLM
53
166
0
15 Jun 2023
Valley: Video Assistant with Large Language model Enhanced abilitY
Valley: Video Assistant with Large Language model Enhanced abilitY
Ruipu Luo
Ziwang Zhao
Min Yang
Junwei Dong
Da Li
Pengcheng Lu
Tao Wang
Linmei Hu
Ming-Hui Qiu
MLLM
86
195
0
12 Jun 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
Lianmin Zheng
Wei-Lin Chiang
Ying Sheng
Siyuan Zhuang
Zhanghao Wu
...
Dacheng Li
Eric Xing
Haotong Zhang
Joseph E. Gonzalez
Ion Stoica
ALM
OSLM
ELM
236
4,186
0
09 Jun 2023
ChatBridge: Bridging Modalities with Large Language Model as a Language
  Catalyst
ChatBridge: Bridging Modalities with Large Language Model as a Language Catalyst
Zijia Zhao
Longteng Guo
Tongtian Yue
Si-Qing Chen
Shuai Shao
Xinxin Zhu
Zehuan Yuan
Jing Liu
MLLM
63
57
0
25 May 2023
Pengi: An Audio Language Model for Audio Tasks
Pengi: An Audio Language Model for Audio Tasks
Soham Deshmukh
Benjamin Elizalde
Rita Singh
Huaming Wang
MLLM
AuLLM
57
166
0
19 May 2023
InstructBLIP: Towards General-purpose Vision-Language Models with
  Instruction Tuning
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning
Wenliang Dai
Junnan Li
Dongxu Li
A. M. H. Tiong
Junqi Zhao
Weisheng Wang
Boyang Albert Li
Pascale Fung
Steven C. H. Hoi
MLLM
VLM
72
2,017
0
11 May 2023
ImageBind: One Embedding Space To Bind Them All
ImageBind: One Embedding Space To Bind Them All
Rohit Girdhar
Alaaeldin El-Nouby
Zhuang Liu
Mannat Singh
Kalyan Vasudev Alwala
Armand Joulin
Ishan Misra
VLM
87
889
0
09 May 2023
X-LLM: Bootstrapping Advanced Large Language Models by Treating
  Multi-Modalities as Foreign Languages
X-LLM: Bootstrapping Advanced Large Language Models by Treating Multi-Modalities as Foreign Languages
Feilong Chen
Minglun Han
Haozhi Zhao
Qingyang Zhang
Jing Shi
Shuang Xu
Bo Xu
MLLM
56
121
0
07 May 2023
WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for
  Audio-Language Multimodal Research
WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research
Xinhao Mei
Chutong Meng
Haohe Liu
Qiuqiang Kong
Tom Ko
Chengqi Zhao
Mark D. Plumbley
Yuexian Zou
Wenwu Wang
78
204
0
30 Mar 2023
GPT-4 Technical Report
GPT-4 Technical Report
OpenAI OpenAI
OpenAI Josh Achiam
Steven Adler
Sandhini Agarwal
Lama Ahmad
...
Shengjia Zhao
Tianhao Zheng
Juntang Zhuang
William Zhuk
Barret Zoph
LLMAG
MLLM
631
13,788
0
15 Mar 2023
Topic-Selective Graph Network for Topic-Focused Summarization
Topic-Selective Graph Network for Topic-Focused Summarization
Shi Zesheng
Yucheng Zhou
67
4
0
25 Feb 2023
Task-Specific Skill Localization in Fine-tuned Language Models
Task-Specific Skill Localization in Fine-tuned Language Models
A. Panigrahi
Nikunj Saunshi
Haoyu Zhao
Sanjeev Arora
MoMe
57
73
0
13 Feb 2023
Dataless Knowledge Fusion by Merging Weights of Language Models
Dataless Knowledge Fusion by Merging Weights of Language Models
Xisen Jin
Xiang Ren
Daniel Preoţiuc-Pietro
Pengxiang Cheng
FedML
MoMe
45
231
0
19 Dec 2022
BEATs: Audio Pre-Training with Acoustic Tokenizers
BEATs: Audio Pre-Training with Acoustic Tokenizers
Sanyuan Chen
Yu-Huan Wu
Chengyi Wang
Shujie Liu
Daniel C. Tompkins
Zhuo Chen
Furu Wei
69
278
0
18 Dec 2022
Objaverse: A Universe of Annotated 3D Objects
Objaverse: A Universe of Annotated 3D Objects
Matt Deitke
Dustin Schwenk
Jordi Salvador
Luca Weihs
Oscar Michel
Eli VanderBilt
Ludwig Schmidt
Kiana Ehsani
Aniruddha Kembhavi
Ali Farhadi
67
913
0
15 Dec 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science
  Question Answering
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering
Pan Lu
Swaroop Mishra
Tony Xia
Liang Qiu
Kai-Wei Chang
Song-Chun Zhu
Oyvind Tafjord
Peter Clark
Ashwin Kalyan
ELM
ReLM
LRM
228
1,188
0
20 Sep 2022
Flamingo: a Visual Language Model for Few-Shot Learning
Flamingo: a Visual Language Model for Few-Shot Learning
Jean-Baptiste Alayrac
Jeff Donahue
Pauline Luc
Antoine Miech
Iain Barr
...
Mikolaj Binkowski
Ricardo Barreira
Oriol Vinyals
Andrew Zisserman
Karen Simonyan
MLLM
VLM
283
3,458
0
29 Apr 2022
Clotho-AQA: A Crowdsourced Dataset for Audio Question Answering
Clotho-AQA: A Crowdsourced Dataset for Audio Question Answering
Samuel Lipping
Parthasaarathy Sudarsanam
Konstantinos Drossos
Tuomas Virtanen
31
59
0
20 Apr 2022
Learning to Answer Questions in Dynamic Audio-Visual Scenarios
Learning to Answer Questions in Dynamic Audio-Visual Scenarios
Guangyao Li
Yake Wei
Yapeng Tian
Chenliang Xu
Ji-Rong Wen
Di Hu
58
145
0
26 Mar 2022
A Simple but Effective Bidirectional Framework for Relational Triple
  Extraction
A Simple but Effective Bidirectional Framework for Relational Triple Extraction
Feiliang Ren
Longhui Zhang
Xiaofeng Zhao
Shujuan Yin
Shilei Liu
Bochao Li
44
54
0
09 Dec 2021
Merging Models with Fisher-Weighted Averaging
Merging Models with Fisher-Weighted Averaging
Michael Matena
Colin Raffel
FedML
MoMe
72
379
0
18 Nov 2021
A Novel Global Feature-Oriented Relational Triple Extraction Model based
  on Table Filling
A Novel Global Feature-Oriented Relational Triple Extraction Model based on Table Filling
Feiliang Ren
Longhui Zhang
Shujuan Yin
Xiaofeng Zhao
Shilei Liu
Bochao Li
Yaduo Liu
57
73
0
14 Sep 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at
  Scale
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Alexey Dosovitskiy
Lucas Beyer
Alexander Kolesnikov
Dirk Weissenborn
Xiaohua Zhai
...
Matthias Minderer
G. Heigold
Sylvain Gelly
Jakob Uszkoreit
N. Houlsby
ViT
400
40,217
0
22 Oct 2020
Stochastic Weight Averaging in Parallel: Large-Batch Training that
  Generalizes Well
Stochastic Weight Averaging in Parallel: Large-Batch Training that Generalizes Well
Vipul Gupta
S. Serrano
D. DeCoste
MoMe
56
58
0
07 Jan 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text
  Transformer
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
Colin Raffel
Noam M. Shazeer
Adam Roberts
Katherine Lee
Sharan Narang
Michael Matena
Yanqi Zhou
Wei Li
Peter J. Liu
AIMat
270
19,824
0
23 Oct 2019
Clotho: An Audio Captioning Dataset
Clotho: An Audio Captioning Dataset
Konstantinos Drossos
Samuel Lipping
Tuomas Virtanen
70
381
0
21 Oct 2019
OK-VQA: A Visual Question Answering Benchmark Requiring External
  Knowledge
OK-VQA: A Visual Question Answering Benchmark Requiring External Knowledge
Kenneth Marino
Mohammad Rastegari
Ali Farhadi
Roozbeh Mottaghi
57
1,050
0
31 May 2019
Towards VQA Models That Can Read
Towards VQA Models That Can Read
Amanpreet Singh
Vivek Natarajan
Meet Shah
Yu Jiang
Xinlei Chen
Dhruv Batra
Devi Parikh
Marcus Rohrbach
EgoV
50
1,174
0
18 Apr 2019
VizWiz Grand Challenge: Answering Visual Questions from Blind People
VizWiz Grand Challenge: Answering Visual Questions from Blind People
Danna Gurari
Qing Li
Abigale Stangl
Anhong Guo
Chi Lin
Kristen Grauman
Jiebo Luo
Jeffrey P. Bigham
CoGe
66
831
0
22 Feb 2018
12
Next