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Forcing Diffuse Distributions out of Language Models

Forcing Diffuse Distributions out of Language Models

16 April 2024
Yiming Zhang
Avi Schwarzschild
Nicholas Carlini
Zico Kolter
Daphne Ippolito
    ALMDiffM
ArXiv (abs)PDFHTML

Papers citing "Forcing Diffuse Distributions out of Language Models"

23 / 23 papers shown
Title
Reasoning About Intent for Ambiguous Requests
Reasoning About Intent for Ambiguous Requests
Irina Saparina
Mirella Lapata
92
0
0
13 Nov 2025
G2: Guided Generation for Enhanced Output Diversity in LLMs
G2: Guided Generation for Enhanced Output Diversity in LLMs
Zhiwen Ruan
Yixia Li
Y. Liu
Yun-Nung Chen
Weihua Luo
P. Li
Yang Liu
Guanhua Chen
56
0
0
01 Nov 2025
Evolve to Inspire: Novelty Search for Diverse Image Generation
Evolve to Inspire: Novelty Search for Diverse Image Generation
Alex Inch
Passawis Chaiyapattanaporn
Yuchen Zhu
Yuan Lu
Ting-Wen Ko
Davide Paglieri
48
0
0
01 Nov 2025
LLM Output Homogenization is Task Dependent
LLM Output Homogenization is Task Dependent
Shomik Jain
Jack Lanchantin
Maximilian Nickel
Karen Ullrich
Ashia Wilson
Jamelle Watson-Daniels
80
2
0
25 Sep 2025
Measuring Scalar Constructs in Social Science with LLMs
Measuring Scalar Constructs in Social Science with LLMs
Hauke Licht
Rupak Sarkar
Patrick Y. Wu
Pranav Goel
Niklas Stoehr
Elliott Ash
Alexander Miserlis Hoyle
146
1
0
03 Sep 2025
Jointly Reinforcing Diversity and Quality in Language Model Generations
Jointly Reinforcing Diversity and Quality in Language Model Generations
Tianjian Li
Yiming Zhang
Ping Yu
Swarnadeep Saha
Daniel Khashabi
Jason Weston
Jack Lanchantin
Tianlu Wang
ALMMoMe
105
15
0
02 Sep 2025
Distilled Pretraining: A modern lens of Data, In-Context Learning and Test-Time Scaling
Distilled Pretraining: A modern lens of Data, In-Context Learning and Test-Time Scaling
Sachin Goyal
David Lopez-Paz
Kartik Ahuja
64
3
0
01 Sep 2025
The Homogenizing Effect of Large Language Models on Human Expression and Thought
The Homogenizing Effect of Large Language Models on Human Expression and Thought
Zhivar Sourati
Alireza S. Ziabari
Morteza Dehghani
103
2
0
02 Aug 2025
Multidimensional Analysis of Specific Language Impairment Using Unsupervised Learning Through PCA and Clustering
Multidimensional Analysis of Specific Language Impairment Using Unsupervised Learning Through PCA and ClusteringIEEE International Conference on Healthcare Informatics (ICHI), 2025
Niruthiha Selvanayagam
148
0
0
05 Jun 2025
Who Gets the Kidney? Human-AI Alignment, Indecision, and Moral Values
Who Gets the Kidney? Human-AI Alignment, Indecision, and Moral Values
John P. Dickerson
Hadi Hosseini
Samarth Khanna
Leona Pierce
152
0
0
30 May 2025
Always Tell Me The Odds: Fine-grained Conditional Probability Estimation
Always Tell Me The Odds: Fine-grained Conditional Probability Estimation
Liaoyaqi Wang
Zhengping Jiang
Anqi Liu
Benjamin Van Durme
335
3
0
02 May 2025
Roll the dice & look before you leap: Going beyond the creative limits of next-token prediction
Roll the dice & look before you leap: Going beyond the creative limits of next-token prediction
Vaishnavh Nagarajan
Chen Henry Wu
Charles Ding
Aditi Raghunathan
517
12
0
21 Apr 2025
Weight Ensembling Improves Reasoning in Language Models
Weight Ensembling Improves Reasoning in Language Models
Xingyu Dang
Christina Baek
Kaiyue Wen
Zico Kolter
Aditi Raghunathan
MoMeLRM
428
19
0
14 Apr 2025
NoveltyBench: Evaluating Language Models for Humanlike Diversity
NoveltyBench: Evaluating Language Models for Humanlike Diversity
Yiming Zhang
Harshita Diddee
Susan Holm
Hanchen Liu
Xinyue Liu
Vinay Samuel
Barry Wang
Daphne Ippolito
409
22
0
07 Apr 2025
Conversational User-AI Intervention: A Study on Prompt Rewriting for Improved LLM Response Generation
Conversational User-AI Intervention: A Study on Prompt Rewriting for Improved LLM Response Generation
Rupak Sarkar
Bahareh Sarrafzadeh
N. Chandrasekaran
Nagu Rangan
Philip Resnik
Longqi Yang
S. Jauhar
266
6
0
21 Mar 2025
Position: Model Collapse Does Not Mean What You Think
Position: Model Collapse Does Not Mean What You Think
Rylan Schaeffer
Joshua Kazdan
Alvan Caleb Arulandu
Sanmi Koyejo
675
16
0
05 Mar 2025
Diverse Preference Optimization
Diverse Preference Optimization
Jack Lanchantin
Angelica Chen
Shehzaad Dhuliawala
Ping Yu
Jason Weston
Sainbayar Sukhbaatar
Ilia Kulikov
631
19
0
30 Jan 2025
Preference Optimization with Multi-Sample Comparisons
Preference Optimization with Multi-Sample Comparisons
Chaoqi Wang
Zhuokai Zhao
Chen Zhu
Karthik Abinav Sankararaman
Michal Valko
...
Zhaorun Chen
Madian Khabsa
Yuxin Chen
Hao Ma
Sinong Wang
269
13
0
16 Oct 2024
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented Generation
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented GenerationInternational Conference on the Theory of Information Retrieval (ICTIR), 2024
To Eun Kim
Fernando Diaz
526
7
0
17 Sep 2024
PersonaGym: Evaluating Persona Agents and LLMs
PersonaGym: Evaluating Persona Agents and LLMs
Vinay Samuel
Henry Peng Zou
Yue Zhou
Shreyas Chaudhari
Ashwin Kalyan
Tanmay Rajpurohit
Ameet Deshpande
Karthik Narasimhan
Vishvak Murahari
LLMAG
452
54
0
25 Jul 2024
Benchmarking Language Model Creativity: A Case Study on Code Generation
Benchmarking Language Model Creativity: A Case Study on Code Generation
Yining Lu
Dixuan Wang
Tianjian Li
Dongwei Jiang
Daniel Khashabi
Meng Jiang
Daniel Khashabi
LRM
282
29
0
12 Jul 2024
GenQA: Generating Millions of Instructions from a Handful of Prompts
GenQA: Generating Millions of Instructions from a Handful of Prompts
Jiuhai Chen
Rifaa Qadri
Yuxin Wen
Neel Jain
John Kirchenbauer
Wanrong Zhu
Tom Goldstein
ALM
232
33
0
14 Jun 2024
Guiding and Diversifying LLM-Based Story Generation via Answer Set
  Programming
Guiding and Diversifying LLM-Based Story Generation via Answer Set Programming
Phoebe J. Wang
Max Kreminski
248
8
0
01 Jun 2024
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