Copertina

Humans and transformer LMs: Abstraction drives language learning

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Jian, Jasper, Manning, Christopher D.
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Computation and Language
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Mechanisms vs. Outcomes: Probing for Syntax Fails to Explain Performance on Targeted Syntactic Evaluations
di: Agarwal, Ananth, et al.
Pubblicazione: (2025)

Studies with impossible languages falsify LMs as models of human language
di: Bowers, Jeffrey S., et al.
Pubblicazione: (2025)

HumanRankEval: Automatic Evaluation of LMs as Conversational Assistants
di: Gritta, Milan, et al.
Pubblicazione: (2024)

Can Machines Resonate with Humans? Evaluating the Emotional and Empathic Comprehension of LMs
di: Manzoor, Muhammad Arslan, et al.
Pubblicazione: (2024)

Human-like fleeting memory improves language learning but impairs reading time prediction in transformer language models
di: Thamma, Abishek, et al.
Pubblicazione: (2025)

Addressing the Ecological Fallacy in Larger LMs with Human Context
di: Soni, Nikita, et al.
Pubblicazione: (2026)

Are BabyLMs Second Language Learners?
di: Edman, Lukas, et al.
Pubblicazione: (2024)

ReCOGS: How Incidental Details of a Logical Form Overshadow an Evaluation of Semantic Interpretation
di: Wu, Zhengxuan, et al.
Pubblicazione: (2023)

How to Make LMs Strong Node Classifiers?
di: Xu, Zhe, et al.
Pubblicazione: (2024)

Linguistic Generalizations are not Rules: Impacts on Evaluation of LMs
di: Weissweiler, Leonie, et al.
Pubblicazione: (2025)

Compositional preference models for aligning LMs
di: Go, Dongyoung, et al.
Pubblicazione: (2023)

FactCheckmate: Preemptively Detecting and Mitigating Hallucinations in LMs
di: Alnuhait, Deema, et al.
Pubblicazione: (2024)

Beyond Pattern Recognition: Probing Mental Representations of LMs
di: Miller, Moritz, et al.
Pubblicazione: (2025)

Crafting In-context Examples according to LMs' Parametric Knowledge
di: Lee, Yoonsang, et al.
Pubblicazione: (2023)

Osiris: A Lightweight Open-Source Hallucination Detection System
di: Shan, Alex, et al.
Pubblicazione: (2025)

Sneaking Syntax into Transformer Language Models with Tree Regularization
di: Nandi, Ananjan, et al.
Pubblicazione: (2024)

Recite, Reconstruct, Recollect: Memorization in LMs as a Multifaceted Phenomenon
di: Prashanth, USVSN Sai, et al.
Pubblicazione: (2024)

Involvement drives complexity of language in online debates
di: Amadori, Eleonora, et al.
Pubblicazione: (2025)

Child-directed speech facilitates production, not comprehension, in BabyLMs
di: Bunzeck, Bastian, et al.
Pubblicazione: (2026)

Mitigating the Influence of Distractor Tasks in LMs with Prior-Aware Decoding
di: Douglas, Raymond, et al.
Pubblicazione: (2024)

How Inclusively do LMs Perceive Social and Moral Norms?
di: Galarnyk, Michael, et al.
Pubblicazione: (2025)

A suite of LMs comprehend puzzle statements as well as humans
di: Goldberg, Adele E, et al.
Pubblicazione: (2025)

Are You There God? Lightweight Narrative Annotation of Christian Fiction with LMs
di: Hicke, Rebecca M. M., et al.
Pubblicazione: (2025)

Enabling Approximate Joint Sampling in Diffusion LMs
di: Bansal, Parikshit, et al.
Pubblicazione: (2025)

Why transformers are obviously good models of language
di: Hill, Felix
Pubblicazione: (2024)

Stronger Baselines for Retrieval-Augmented Generation with Long-Context Language Models
di: Laitenberger, Alex, et al.
Pubblicazione: (2025)

VDLM: Variable Diffusion LMs via Robust Latent-to-Text Rendering
di: Qu, Shuhui
Pubblicazione: (2026)

Causal Drawbridges: Characterizing Gradient Blocking of Syntactic Islands in Transformer LMs
di: Boguraev, Sasha, et al.
Pubblicazione: (2026)

From Quotes to Concepts: Axial Coding of Political Debates with Ensemble LMs
di: Parfenova, Angelina, et al.
Pubblicazione: (2026)

BASS: Benchmarking Audio LMs for Musical Structure and Semantic Reasoning
di: Jang, Min, et al.
Pubblicazione: (2026)

Entropy-Aligned Decoding of LMs for Better Writing and Reasoning
di: Ahmed, Kareem, et al.
Pubblicazione: (2026)

Training Bilingual LMs with Data Constraints in the Targeted Language
di: Seto, Skyler, et al.
Pubblicazione: (2024)

Efficient transformer with reinforced position embedding for language models
di: Hsiao, Yen-Che, et al.
Pubblicazione: (2024)

Large language models have learned to use language
di: Lupyan, Gary
Pubblicazione: (2025)

A New Pair of GloVes
di: Carlson, Riley, et al.
Pubblicazione: (2025)

Drop Dropout on Single-Epoch Language Model Pretraining
di: Liu, Houjun, et al.
Pubblicazione: (2025)

MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop Questions
di: Zhong, Zexuan, et al.
Pubblicazione: (2023)

Improved Representation Steering for Language Models
di: Wu, Zhengxuan, et al.
Pubblicazione: (2025)

PACE: Procedural Abstractions for Communicating Efficiently
di: Thomas, Jonathan D., et al.
Pubblicazione: (2024)

CLASS-IT: Conversational and Lecture-Aligned Small-Scale Instruction Tuning for BabyLMs
di: Capone, Luca, et al.
Pubblicazione: (2025)