Cover Image

Simple Mechanisms for Representing, Indexing and Manipulating Concepts

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Yuanzhi, Meka, Raghu, Panigrahy, Rina, Shah, Kulin
Format:	Preprint
Published:	2023
Subjects:	Machine Learning Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Causal Language Modeling Can Elicit Search and Reasoning Capabilities on Logic Puzzles
by: Shah, Kulin, et al.
Published: (2024)

Latent Concept Disentanglement in Transformer-based Language Models
by: Hong, Guan Zhe, et al.
Published: (2025)

Smoothed Agnostic Learning of Halfspaces over the Hypercube
by: Kou, Yiwen, et al.
Published: (2025)

Physics of Language Models: Part 3.2, Knowledge Manipulation
by: Allen-Zhu, Zeyuan, et al.
Published: (2023)

Smoothed Analysis for Learning Concepts with Low Intrinsic Dimension
by: Chandrasekaran, Gautam, et al.
Published: (2024)

Limitations on Accurate, Trusted, Human-level Reasoning
by: Panigrahy, Rina, et al.
Published: (2025)

A Implies B: Circuit Analysis in LLMs for Propositional Logical Reasoning
by: Hong, Guan Zhe, et al.
Published: (2024)

ReGuidance: A Simple Diffusion Wrapper for Boosting Sample Quality on Hard Inverse Problems
by: Karan, Aayush, et al.
Published: (2025)

Physics of Language Models: Part 1, Learning Hierarchical Language Structures
by: Allen-Zhu, Zeyuan, et al.
Published: (2023)

Physics of Language Models: Part 3.1, Knowledge Storage and Extraction
by: Allen-Zhu, Zeyuan, et al.
Published: (2023)

Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws
by: Allen-Zhu, Zeyuan, et al.
Published: (2024)

Universal Model Routing for Efficient LLM Inference
by: Jitkrittum, Wittawat, et al.
Published: (2025)

Representative Language Generation
by: Peale, Charlotte, et al.
Published: (2025)

LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks
by: Prabhakar, Akshara, et al.
Published: (2024)

TextAge: A Curated and Diverse Text Dataset for Age Classification
by: Cheekati, Shravan, et al.
Published: (2024)

Learning to Represent Individual Differences for Choice Decision Making
by: Chen, Yan-Ying, et al.
Published: (2025)

On Efficiently Representing Regular Languages as RNNs
by: Svete, Anej, et al.
Published: (2024)

A Simple Attention-Based Mechanism for Bimodal Emotion Classification
by: Elabd, Mazen, et al.
Published: (2024)

ReflectivePrompt: Reflective evolution in autoprompting algorithms
by: Zhuravlev, Viktor N., et al.
Published: (2025)

Automatic Prompt Optimization with Prompt Distillation
by: Dyagin, Ernest A., et al.
Published: (2025)

IndexCache: Accelerating Sparse Attention via Cross-Layer Index Reuse
by: Bai, Yushi, et al.
Published: (2026)

Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process
by: Ye, Tian, et al.
Published: (2024)

Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems
by: Ye, Tian, et al.
Published: (2024)

ProxyAttn: Guided Sparse Attention via Representative Heads
by: Wang, Yixuan, et al.
Published: (2025)

Lasso with Latents: Efficient Estimation, Covariate Rescaling, and Computational-Statistical Gaps
by: Kelner, Jonathan, et al.
Published: (2024)

LLM Pretraining with Continuous Concepts
by: Tack, Jihoon, et al.
Published: (2025)

MedConceptsQA: Open Source Medical Concepts QA Benchmark
by: Shoham, Ofir Ben, et al.
Published: (2024)

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction
by: Hemadri, Raghu Vamshi, et al.
Published: (2025)

Kernelized Concept Erasure
by: Ravfogel, Shauli, et al.
Published: (2022)

Simple and Effective Input Reformulations for Translation
by: Yu, Brian, et al.
Published: (2023)

Re-Examine Distantly Supervised NER: A New Benchmark and a Simple Approach
by: Li, Yuepei, et al.
Published: (2024)

ESURF: Simple and Effective EDU Segmentation
by: Sediqin, Mohammadreza, et al.
Published: (2025)

Vector Quantized Latent Concepts: A Scalable Alternative to Clustering-Based Concept Discovery
by: Yu, Xuemin, et al.
Published: (2026)

Language Models Represent Space and Time
by: Gurnee, Wes, et al.
Published: (2023)

Representing Rule-based Chatbots with Transformers
by: Friedman, Dan, et al.
Published: (2024)

FoldGPT: Simple and Effective Large Language Model Compression Scheme
by: Liu, Songwei, et al.
Published: (2024)

Towards Compositionality in Concept Learning
by: Stein, Adam, et al.
Published: (2024)

Linear Adversarial Concept Erasure
by: Ravfogel, Shauli, et al.
Published: (2022)

Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads
by: Cai, Tianle, et al.
Published: (2024)

Hyperparameter Loss Surfaces Are Simple Near their Optima
by: Lourie, Nicholas, et al.
Published: (2025)