Evaluating Negative Sampling Approaches for Neural Topic Models
Fuente:
arXiv
Saved in:
| Main Authors: | Adhya, Suman, Lahiri, Avishek, Sanyal, Debarshi Kumar, Das, Partha Pratim |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
S2WTM: Spherical Sliced-Wasserstein Autoencoder for Topic Modeling
by: Adhya, Suman, et al.
Published: (2025)
by: Adhya, Suman, et al.
Published: (2025)
Improving Neural Topic Models with Wasserstein Knowledge Distillation
by: Adhya, Suman, et al.
Published: (2023)
by: Adhya, Suman, et al.
Published: (2023)
GINopic: Topic Modeling with Graph Isomorphism Network
by: Adhya, Suman, et al.
Published: (2024)
by: Adhya, Suman, et al.
Published: (2024)
DTECT: Dynamic Topic Explorer & Context Tracker
by: Adhya, Suman, et al.
Published: (2025)
by: Adhya, Suman, et al.
Published: (2025)
SPINAL -- Scaling-law and Preference Integration in Neural Alignment Layers
by: Das, Arion, et al.
Published: (2026)
by: Das, Arion, et al.
Published: (2026)
TaxoAlign: Scholarly Taxonomy Generation Using Language Models
by: Lahiri, Avishek, et al.
Published: (2025)
by: Lahiri, Avishek, et al.
Published: (2025)
MENTIS: What Belief Changes Under Alignment? Measuring Multi-Scale Latent Torsion in Language Models
by: Saha, Partha Pratim, et al.
Published: (2026)
by: Saha, Partha Pratim, et al.
Published: (2026)
Boosting Protein Language Models with Negative Sample Mining
by: Xu, Yaoyao, et al.
Published: (2024)
by: Xu, Yaoyao, et al.
Published: (2024)
Transformer-based Joint Modelling for Automatic Essay Scoring and Off-Topic Detection
by: Das, Sourya Dipta, et al.
Published: (2024)
by: Das, Sourya Dipta, et al.
Published: (2024)
Neural Multimodal Topic Modeling: A Comprehensive Evaluation
by: González-Pizarro, Felipe, et al.
Published: (2024)
by: González-Pizarro, Felipe, et al.
Published: (2024)
TopicDiff: A Topic-enriched Diffusion Approach for Multimodal Conversational Emotion Detection
by: Luo, Jiamin, et al.
Published: (2024)
by: Luo, Jiamin, et al.
Published: (2024)
Evaluating Cross-Lingual Classification Approaches Enabling Topic Discovery for Multilingual Social Media Data
by: Uniyal, Deepak, et al.
Published: (2026)
by: Uniyal, Deepak, et al.
Published: (2026)
Can pre-trained language models generate titles for research papers?
by: Rehman, Tohida, et al.
Published: (2024)
by: Rehman, Tohida, et al.
Published: (2024)
When Numbers Tell Half the Story: Human-Metric Alignment in Topic Model Evaluation
by: Prouteau, Thibault, et al.
Published: (2026)
by: Prouteau, Thibault, et al.
Published: (2026)
Overview of the SciHigh Track at FIRE 2025: Research Highlight Generation from Scientific Papers
by: Rehman, Tohida, et al.
Published: (2026)
by: Rehman, Tohida, et al.
Published: (2026)
Discovering Forbidden Topics in Language Models
by: Rager, Can, et al.
Published: (2025)
by: Rager, Can, et al.
Published: (2025)
Industry-Aligned Granular Topic Modeling
by: Moon, Sae Young, et al.
Published: (2026)
by: Moon, Sae Young, et al.
Published: (2026)
CrisisKAN: Knowledge-infused and Explainable Multimodal Attention Network for Crisis Event Classification
by: Gupta, Shubham, et al.
Published: (2024)
by: Gupta, Shubham, et al.
Published: (2024)
Modular Jets for Supervised Pipelines: Diagnosing Mirage vs Identifiability
by: Sanyal, Suman
Published: (2025)
by: Sanyal, Suman
Published: (2025)
Perception Learning: A Formal Separation of Sensory Representation Learning from Decision Learning
by: Sanyal, Suman
Published: (2025)
by: Sanyal, Suman
Published: (2025)
TopicTag: Automatic Annotation of NMF Topic Models Using Chain of Thought and Prompt Tuning with LLMs
by: Wanna, Selma, et al.
Published: (2024)
by: Wanna, Selma, et al.
Published: (2024)
TopicProphet: Prophesies on Temporal Topic Trends and Stocks
by: Kim, Olivia
Published: (2025)
by: Kim, Olivia
Published: (2025)
MPPO: Multi Pair-wise Preference Optimization for LLMs with Arbitrary Negative Samples
by: Xie, Shuo, et al.
Published: (2024)
by: Xie, Shuo, et al.
Published: (2024)
RedTopic: Toward Topic-Diverse Red Teaming of Large Language Models
by: Ding, Jiale, et al.
Published: (2025)
by: Ding, Jiale, et al.
Published: (2025)
When Attention Collapses: How Degenerate Layers in LLMs Enable Smaller, Stronger Models
by: Sanyal, Sunny, et al.
Published: (2024)
by: Sanyal, Sunny, et al.
Published: (2024)
Towards an Action-Centric Ontology for Cooking Procedures Using Temporal Graphs
by: Kumbhakern, Aarush, et al.
Published: (2025)
by: Kumbhakern, Aarush, et al.
Published: (2025)
LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs
by: Davoodi, Arash Gholami, et al.
Published: (2024)
by: Davoodi, Arash Gholami, et al.
Published: (2024)
AlbNews: A Corpus of Headlines for Topic Modeling in Albanian
by: Çano, Erion, et al.
Published: (2024)
by: Çano, Erion, et al.
Published: (2024)
Topic-VQ-VAE: Leveraging Latent Codebooks for Flexible Topic-Guided Document Generation
by: Yoo, YoungJoon, et al.
Published: (2023)
by: Yoo, YoungJoon, et al.
Published: (2023)
InceptionXML: A Lightweight Framework with Synchronized Negative Sampling for Short Text Extreme Classification
by: Kharbanda, Siddhant, et al.
Published: (2021)
by: Kharbanda, Siddhant, et al.
Published: (2021)
Exploring Anti-Aging Literature via ConvexTopics and Large Language Models
by: Yeganova, Lana E., et al.
Published: (2026)
by: Yeganova, Lana E., et al.
Published: (2026)
Predictable Confabulations: Factual Recall by LLMs Scales with Model Size and Topic Frequency
by: Smith, Matthew L., et al.
Published: (2026)
by: Smith, Matthew L., et al.
Published: (2026)
Active Preference Optimization for Sample Efficient RLHF
by: Das, Nirjhar, et al.
Published: (2024)
by: Das, Nirjhar, et al.
Published: (2024)
Don't Shoot The Breeze: Topic Continuity Model Using Nonlinear Naive Bayes With Attention
by: Pi, Shu-Ting, et al.
Published: (2026)
by: Pi, Shu-Ting, et al.
Published: (2026)
Training Language Models via Neural Cellular Automata
by: Lee, Dan, et al.
Published: (2026)
by: Lee, Dan, et al.
Published: (2026)
Topic Modelling Black Box Optimization
by: Akramov, Roman, et al.
Published: (2025)
by: Akramov, Roman, et al.
Published: (2025)
DiffSampling: Enhancing Diversity and Accuracy in Neural Text Generation
by: Franceschelli, Giorgio, et al.
Published: (2025)
by: Franceschelli, Giorgio, et al.
Published: (2025)
Evaluating Large Language Models Using Contrast Sets: An Experimental Approach
by: Sanwal, Manish
Published: (2024)
by: Sanwal, Manish
Published: (2024)
Negation Blindness in Large Language Models: Unveiling the NO Syndrome in Image Generation
by: Nadeem, Mohammad, et al.
Published: (2024)
by: Nadeem, Mohammad, et al.
Published: (2024)
Early Linguistic Pattern of Anxiety from Social Media Using Interpretable Linguistic Features: A Multi-Faceted Validation Study with Author-Disjoint Evaluation
by: Utsa, Arnab Das
Published: (2026)
by: Utsa, Arnab Das
Published: (2026)
Similar Items
-
S2WTM: Spherical Sliced-Wasserstein Autoencoder for Topic Modeling
by: Adhya, Suman, et al.
Published: (2025) -
Improving Neural Topic Models with Wasserstein Knowledge Distillation
by: Adhya, Suman, et al.
Published: (2023) -
GINopic: Topic Modeling with Graph Isomorphism Network
by: Adhya, Suman, et al.
Published: (2024) -
DTECT: Dynamic Topic Explorer & Context Tracker
by: Adhya, Suman, et al.
Published: (2025) -
SPINAL -- Scaling-law and Preference Integration in Neural Alignment Layers
by: Das, Arion, et al.
Published: (2026)