Cover Image

Universal Response and Emergence of Induction in LLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Author:	Luick, Niclas
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

On the Emergence of Thinking in LLMs I: Searching for the Right Intuition
by: Ye, Guanghao, et al.
Published: (2025)

InductionBench: LLMs Fail in the Simplest Complexity Class
by: Hua, Wenyue, et al.
Published: (2025)

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

Combining Induction and Transduction for Abstract Reasoning
by: Li, Wen-Ding, et al.
Published: (2024)

Few-shot Personalization of LLMs with Mis-aligned Responses
by: Kim, Jaehyung, et al.
Published: (2024)

Data Science Kitchen at GermEval 2021: A Fine Selection of Hand-Picked Features, Delivered Fresh from the Oven
by: Hildebrandt, Niclas, et al.
Published: (2021)

Large Language Models as Computable Approximations to Solomonoff Induction
by: Wan, Jun, et al.
Published: (2025)

SELF-[IN]CORRECT: LLMs Struggle with Discriminating Self-Generated Responses
by: Jiang, Dongwei, et al.
Published: (2024)

Towards Efficient Neurally-Guided Program Induction for ARC-AGI
by: Ouellette, Simon
Published: (2024)

Interpretable Next-token Prediction via the Generalized Induction Head
by: Kim, Eunji, et al.
Published: (2024)

Re-evaluating the Need for Multimodal Signals in Unsupervised Grammar Induction
by: Li, Boyi, et al.
Published: (2022)

Enabling Weak LLMs to Judge Response Reliability via Meta Ranking
by: Liu, Zijun, et al.
Published: (2024)

Function Induction and Task Generalization: An Interpretability Study with Off-by-One Addition
by: Ye, Qinyuan, et al.
Published: (2025)

Stream Aligner: Efficient Sentence-Level Alignment via Distribution Induction
by: Lou, Hantao, et al.
Published: (2025)

Plan Optimization to Bilingual Dictionary Induction for Low-Resource Language Families
by: Nasution, Arbi Haza, et al.
Published: (2020)

The Alignment Tax: Response Homogenization in Aligned LLMs and Its Implications for Uncertainty Estimation
by: Liu, Mingyi
Published: (2026)

Dialogue Without Limits: Constant-Sized KV Caches for Extended Responses in LLMs
by: Ghadia, Ravi, et al.
Published: (2025)

AutoLibra: Agent Metric Induction from Open-Ended Human Feedback
by: Zhu, Hao, et al.
Published: (2025)

Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMs
by: Kim, Jaemin, et al.
Published: (2025)

Induction Signatures Are Not Enough: A Matched-Compute Study of Load-Bearing Structure in In-Context Learning
by: Sabry, Mohammed, et al.
Published: (2025)

UnibucLLM: Harnessing LLMs for Automated Prediction of Item Difficulty and Response Time for Multiple-Choice Questions
by: Rogoz, Ana-Cristina, et al.
Published: (2024)

Response-Level Rewards Are All You Need for Online Reinforcement Learning in LLMs: A Mathematical Perspective
by: He, Shenghua, et al.
Published: (2025)

On the Emergence of Syntax by Means of Local Interaction
by: Wei, Zichao
Published: (2026)

Iterative Topic Taxonomy Induction with LLMs: A Case Study of Electoral Advertising
by: Brady, Alexander, et al.
Published: (2025)

Training on the Test Task Confounds Evaluation and Emergence
by: Dominguez-Olmedo, Ricardo, et al.
Published: (2024)

Emergence of Hierarchical Emotion Organization in Large Language Models
by: Zhao, Bo, et al.
Published: (2025)

On Bilingual Lexicon Induction with Large Language Models
by: Li, Yaoyiran, et al.
Published: (2023)

Probing the Emergence of Cross-lingual Alignment during LLM Training
by: Wang, Hetong, et al.
Published: (2024)

Emergence and Effectiveness of Task Vectors in In-Context Learning: An Encoder Decoder Perspective
by: Han, Seungwook, et al.
Published: (2024)

From Emergence to Control: Probing and Modulating Self-Reflection in Language Models
by: Zhu, Xudong, et al.
Published: (2025)

Catalytic Role Of Noise And Necessity Of Inductive Biases In The Emergence Of Compositional Communication
by: Kuciński, Łukasz, et al.
Published: (2021)

Emergence of Minimal Circuits for Indirect Object Identification in Attention-Only Transformers
by: Adhikari, Rabin
Published: (2025)

Improving Bilingual Lexicon Induction with Cross-Encoder Reranking
by: Li, Yaoyiran, et al.
Published: (2022)

Matryoshka Pilot: Learning to Drive Black-Box LLMs with LLMs
by: Li, Changhao, et al.
Published: (2024)

Countdown-Code: A Testbed for Studying The Emergence and Generalization of Reward Hacking in RLVR
by: Khalifa, Muhammad, et al.
Published: (2026)

Can LLMs Help Uncover Insights about LLMs? A Large-Scale, Evolving Literature Analysis of Frontier LLMs
by: Park, Jungsoo, et al.
Published: (2025)

ED-Copilot: Reduce Emergency Department Wait Time with Language Model Diagnostic Assistance
by: Sun, Liwen, et al.
Published: (2024)

Crosscoding Through Time: Tracking Emergence & Consolidation Of Linguistic Representations Throughout LLM Pretraining
by: Bayazit, Deniz, et al.
Published: (2025)

"Oh LLM, I'm Asking Thee, Please Give Me a Decision Tree": Zero-Shot Decision Tree Induction and Embedding with Large Language Models
by: Knauer, Ricardo, et al.
Published: (2024)

LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs
by: Davoodi, Arash Gholami, et al.
Published: (2024)