Cover Image

Aligned at the Start: Conceptual Groupings in LLM Embeddings

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Khatir, Mehrdad, Kabra, Sanchit, Reddy, Chandan K.
Format:	Preprint
Published:	2024
Subjects:	Computation and Language Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Reasoning Towards Fairness: Mitigating Bias in Language Models through Reasoning-Guided Fine-Tuning
by: Kabra, Sanchit, et al.
Published: (2025)

RUST-BENCH: Benchmarking LLM Reasoning on Unstructured Text within Structured Tables
by: Abhyankar, Nikhil, et al.
Published: (2025)

Biased or Flawed? Mitigating Stereotypes in Generative Language Models by Addressing Task-Specific Flaws
by: Jha, Akshita, et al.
Published: (2024)

LLM-AutoSciLab: Closed-Loop Scientific Discovery via Active Experimentation with LLMs
by: Kabra, Sanchit, et al.
Published: (2026)

LLEMA: Evolutionary Search with LLMs for Multi-Objective Materials Discovery
by: Abhyankar, Nikhil, et al.
Published: (2025)

LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers
by: Abhyankar, Nikhil, et al.
Published: (2025)

H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables
by: Abhyankar, Nikhil, et al.
Published: (2024)

LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models
by: Shojaee, Parshin, et al.
Published: (2025)

LLM-SR: Scientific Equation Discovery via Programming with Large Language Models
by: Shojaee, Parshin, et al.
Published: (2024)

Jump Starting Bandits with LLM-Generated Prior Knowledge
by: Alamdari, Parand A., et al.
Published: (2024)

GradAlign: Gradient-Aligned Data Selection for LLM Reinforcement Learning
by: Yang, Ningyuan, et al.
Published: (2026)

Concept Layers: Enhancing Interpretability and Intervenability via LLM Conceptualization
by: Bidusa, Or Raphael, et al.
Published: (2025)

Parallel LLM Reasoning for Bias-Resilient, Robust Conceptual Abstraction
by: Adeseye, Aisvarya, et al.
Published: (2026)

Embedding-Aligned Language Models
by: Tennenholtz, Guy, et al.
Published: (2024)

CURE: Controlled Unlearning for Robust Embeddings -- Mitigating Conceptual Shortcuts in Pre-Trained Language Models
by: Kocak, Aysenur, et al.
Published: (2025)

Attention Flows: Tracing LLM Conceptual Engagement via Story Summaries
by: Hicke, Rebecca M. M., et al.
Published: (2026)

Understanding LLM Embeddings for Regression
by: Tang, Eric, et al.
Published: (2024)

User-LLM: Efficient LLM Contextualization with User Embeddings
by: Ning, Lin, et al.
Published: (2024)

Population-Aligned Persona Generation for LLM-based Social Simulation
by: Hu, Zhengyu, et al.
Published: (2025)

Output Embedding Centering for Stable LLM Pretraining
by: Stollenwerk, Felix, et al.
Published: (2026)

Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy
by: Wu, Tong, et al.
Published: (2024)

Enhancing CLIP Conceptual Embedding through Knowledge Distillation
by: Kao, Kuei-Chun
Published: (2024)

Aligning LLMs with Human Uncertainty: A Beta-Bernoulli Calibrator for LLM Forecasting
by: Dai, Hui, et al.
Published: (2026)

Aligning Backchannel and Dialogue Context Representations via Contrastive LLM Fine-Tuning
by: Qian, Livia, et al.
Published: (2026)

Align Once, Benefit Multilingually: Enforcing Multilingual Consistency for LLM Safety Alignment
by: Bu, Yuyan, et al.
Published: (2026)

What Would You Ask When You First Saw $a^2+b^2=c^2$? Evaluating LLM on Curiosity-Driven Questioning
by: Javaji, Shashidhar Reddy, et al.
Published: (2024)

SEAL: Safety-enhanced Aligned LLM Fine-tuning via Bilevel Data Selection
by: Shen, Han, et al.
Published: (2024)

MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training
by: Guo, Taicheng, et al.
Published: (2025)

EmbedLLM: Learning Compact Representations of Large Language Models
by: Zhuang, Richard, et al.
Published: (2024)

From Exact Hits to Close Enough: Semantic Caching for LLM Embeddings
by: Biton, Dvir David, et al.
Published: (2026)

Evaluating Cooperation in LLM Social Groups through Elected Leadership
by: Faulkner, Ryan, et al.
Published: (2026)

An explainable transformer circuit for compositional generalization
by: Tang, Cheng, et al.
Published: (2025)

LLM in a flash: Efficient Large Language Model Inference with Limited Memory
by: Alizadeh, Keivan, et al.
Published: (2023)

Align to Structure: Aligning Large Language Models with Structural Information
by: Kim, Zae Myung, et al.
Published: (2025)

Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation
by: Wang, Yiming, et al.
Published: (2024)

Group Distributionally Robust Optimization-Driven Reinforcement Learning for LLM Reasoning
by: Panaganti, Kishan, et al.
Published: (2026)

Crafting Interpretable Embeddings by Asking LLMs Questions
by: Benara, Vinamra, et al.
Published: (2024)

Grammar-Aligned Decoding
by: Park, Kanghee, et al.
Published: (2024)

LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings
by: Wang, Duo, et al.
Published: (2024)

Think-Augmented Function Calling: Improving LLM Parameter Accuracy Through Embedded Reasoning
by: Wei, Lei, et al.
Published: (2026)