Do LLMs Experience an Internal Polylogue? Investigating Reasoning through the Lens of Personas
Fuente:
arXiv
Saved in:
| Main Authors: | Herrmann, Nils A., Girrbach, Leander, Bykov, Kirill, Akata, Zeynep |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Are Reasoning LLMs Robust to Interventions on Their Chain-of-Thought?
by: von Recum, Alexander, et al.
Published: (2026)
by: von Recum, Alexander, et al.
Published: (2026)
SUB: Benchmarking CBM Generalization via Synthetic Attribute Substitutions
by: Bader, Jessica, et al.
Published: (2025)
by: Bader, Jessica, et al.
Published: (2025)
Sparse Autoencoders are Topic Models
by: Girrbach, Leander, et al.
Published: (2025)
by: Girrbach, Leander, et al.
Published: (2025)
APM: Evaluating Style Personalization in LLMs with Arbitrary Preference Mappings
by: Spohn, Philipp, et al.
Published: (2026)
by: Spohn, Philipp, et al.
Published: (2026)
Reference-Free Rating of LLM Responses via Latent Information
by: Girrbach, Leander, et al.
Published: (2025)
by: Girrbach, Leander, et al.
Published: (2025)
DeLoRA: Decoupling Angles and Strength in Low-rank Adaptation
by: Bini, Massimo, et al.
Published: (2025)
by: Bini, Massimo, et al.
Published: (2025)
A Systematic Study of In-the-Wild Model Merging for Large Language Models
by: Hitit, Oğuz Kağan, et al.
Published: (2025)
by: Hitit, Oğuz Kağan, et al.
Published: (2025)
A Large Scale Analysis of Gender Biases in Text-to-Image Generative Models
by: Girrbach, Leander, et al.
Published: (2025)
by: Girrbach, Leander, et al.
Published: (2025)
Align-then-Unlearn: Embedding Alignment for LLM Unlearning
by: Spohn, Philipp, et al.
Published: (2025)
by: Spohn, Philipp, et al.
Published: (2025)
Person-Centric Annotations of LAION-400M: Auditing Bias and Its Transfer to Models
by: Girrbach, Leander, et al.
Published: (2025)
by: Girrbach, Leander, et al.
Published: (2025)
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs)
by: Girrbach, Leander, et al.
Published: (2024)
by: Girrbach, Leander, et al.
Published: (2024)
Do Persona-Infused LLMs Affect Performance in a Strategic Reasoning Game?
by: Licato, John, et al.
Published: (2025)
by: Licato, John, et al.
Published: (2025)
Do LLMs Know When to Flip a Coin? Strategic Randomization through Reasoning and Experience
by: Yang, Lingyu
Published: (2025)
by: Yang, Lingyu
Published: (2025)
SemioLLM: Evaluating Large Language Models for Diagnostic Reasoning from Unstructured Clinical Narratives in Epilepsy
by: Dani, Meghal, et al.
Published: (2024)
by: Dani, Meghal, et al.
Published: (2024)
Feasibility with Language Models for Open-World Compositional Zero-Shot Learning
by: Kim, Jae Myung, et al.
Published: (2025)
by: Kim, Jae Myung, et al.
Published: (2025)
From Drop-off to Recovery: A Mechanistic Analysis of Segmentation in MLLMs
by: Wu, Boyong, et al.
Published: (2026)
by: Wu, Boyong, et al.
Published: (2026)
Discovering Chunks in Neural Embeddings for Interpretability
by: Wu, Shuchen, et al.
Published: (2025)
by: Wu, Shuchen, et al.
Published: (2025)
SOTAlign: Semi-Supervised Alignment of Unimodal Vision and Language Models via Optimal Transport
by: Roschmann, Simon, et al.
Published: (2026)
by: Roschmann, Simon, et al.
Published: (2026)
An Investigation of Neuron Activation as a Unified Lens to Explain Chain-of-Thought Eliciting Arithmetic Reasoning of LLMs
by: Rai, Daking, et al.
Published: (2024)
by: Rai, Daking, et al.
Published: (2024)
Persona Non Grata: Single-Method Safety Evaluation Is Incomplete for Persona-Imbued LLMs
by: Li, Wenkai, et al.
Published: (2026)
by: Li, Wenkai, et al.
Published: (2026)
FINER: MLLMs Hallucinate under Fine-grained Negative Queries
by: Xiao, Rui, et al.
Published: (2026)
by: Xiao, Rui, et al.
Published: (2026)
Building, Reusing, and Generalizing Abstract Representations from Concrete Sequences
by: Wu, Shuchen, et al.
Published: (2024)
by: Wu, Shuchen, et al.
Published: (2024)
Standards for Belief Representations in LLMs
by: Herrmann, Daniel A., et al.
Published: (2024)
by: Herrmann, Daniel A., et al.
Published: (2024)
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models
by: Singhi, Nishad, et al.
Published: (2024)
by: Singhi, Nishad, et al.
Published: (2024)
Styles + Persona-plug = Customized LLMs
by: Song, Yutong, et al.
Published: (2026)
by: Song, Yutong, et al.
Published: (2026)
PEAM: Parametric Embodied Agent Memory through Contrastive Internalization of Experience in Minecraft
by: Guo, Yuchen, et al.
Published: (2026)
by: Guo, Yuchen, et al.
Published: (2026)
Can LLMs Reason Structurally? Benchmarking via the Lens of Data Structures
by: He, Yu, et al.
Published: (2025)
by: He, Yu, et al.
Published: (2025)
Rethinking the Text-Vision Reasoning Imbalance in MLLMs through the Lens of Training Recipes
by: Yao, Guanyu, et al.
Published: (2025)
by: Yao, Guanyu, et al.
Published: (2025)
FLAIR: VLM with Fine-grained Language-informed Image Representations
by: Xiao, Rui, et al.
Published: (2024)
by: Xiao, Rui, et al.
Published: (2024)
Stitch: Training-Free Position Control in Multimodal Diffusion Transformers
by: Bader, Jessica, et al.
Published: (2025)
by: Bader, Jessica, et al.
Published: (2025)
Do Linear Probes Generalize Better in Persona Coordinates?
by: Mahadik, Prasad, et al.
Published: (2026)
by: Mahadik, Prasad, et al.
Published: (2026)
PersonaGym: Evaluating Persona Agents and LLMs
by: Samuel, Vinay, et al.
Published: (2024)
by: Samuel, Vinay, et al.
Published: (2024)
Localizing Persona Representations in LLMs
by: Cintas, Celia, et al.
Published: (2025)
by: Cintas, Celia, et al.
Published: (2025)
The Latent Color Subspace: Emergent Order in High-Dimensional Chaos
by: Pach, Mateusz, et al.
Published: (2026)
by: Pach, Mateusz, et al.
Published: (2026)
Time Series Representations for Classification Lie Hidden in Pretrained Vision Transformers
by: Roschmann, Simon, et al.
Published: (2025)
by: Roschmann, Simon, et al.
Published: (2025)
Sparse Autoencoders Learn Monosemantic Features in Vision-Language Models
by: Pach, Mateusz, et al.
Published: (2025)
by: Pach, Mateusz, et al.
Published: (2025)
Internalizing Agency from Reflective Experience
by: Ge, Rui, et al.
Published: (2026)
by: Ge, Rui, et al.
Published: (2026)
Beyond Words: A Latent Memory Approach to Internal Reasoning in LLMs
by: Orlicki, José I.
Published: (2025)
by: Orlicki, José I.
Published: (2025)
Concise Reasoning in the Lens of Lagrangian Optimization
by: Gao, Chengqian, et al.
Published: (2025)
by: Gao, Chengqian, et al.
Published: (2025)
Safety Compliance: Rethinking LLM Safety Reasoning through the Lens of Compliance
by: Hu, Wenbin, et al.
Published: (2025)
by: Hu, Wenbin, et al.
Published: (2025)
Similar Items
-
Are Reasoning LLMs Robust to Interventions on Their Chain-of-Thought?
by: von Recum, Alexander, et al.
Published: (2026) -
SUB: Benchmarking CBM Generalization via Synthetic Attribute Substitutions
by: Bader, Jessica, et al.
Published: (2025) -
Sparse Autoencoders are Topic Models
by: Girrbach, Leander, et al.
Published: (2025) -
APM: Evaluating Style Personalization in LLMs with Arbitrary Preference Mappings
by: Spohn, Philipp, et al.
Published: (2026) -
Reference-Free Rating of LLM Responses via Latent Information
by: Girrbach, Leander, et al.
Published: (2025)