Language model behavior: A comprehensive survey

TA Chang, BK Bergen - Computational Linguistics, 2024 - direct.mit.edu
Transformer language models have received widespread public attention, yet their
generated text is often surprising even to NLP researchers. In this survey, we discuss over …

Brain and Cognitive Science Inspired Deep Learning: A Comprehensive Survey

Z Zhang, X Ding, X Liang, Y Zhou… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
Deep learning (DL) is increasingly viewed as a foundational methodology for advancing
Artificial Intelligence (AI). However, its interpretability remains limited, and it often …

Textbox 2.0: A text generation library with pre-trained language models

T Tang, J Li, Z Chen, Y Hu, Z Yu, W Dai, Z Dong… - arxiv preprint arxiv …, 2022 - arxiv.org
To facilitate research on text generation, this paper presents a comprehensive and unified
library, TextBox 2.0, focusing on the use of pre-trained language models (PLMs). To be …

Visual grounding helps learn word meanings in low-data regimes

C Zhuang, E Fedorenko, J Andreas - arxiv preprint arxiv:2310.13257, 2023 - arxiv.org
Modern neural language models (LMs) are powerful tools for modeling human sentence
production and comprehension, and their internal representations are remarkably well …

Lingualyzer: A computational linguistic tool for multilingual and multidimensional text analysis

GM Linders, MM Louwerse - Behavior research methods, 2024 - Springer
Most natural language models and tools are restricted to one language, typically English.
For researchers in the behavioral sciences investigating languages other than English, and …

Patterns of text readability in human and predicted eye movements

N Hollenstein, I Gonzalez-Dios… - Proceedings of the …, 2022 - aclanthology.org
It has been shown that multilingual transformer models are able to predict human reading
behavior when fine-tuned on small amounts of eye tracking data. As the cumulated …

DOPA METER–A Tool Suite for Metrical Document Profiling and Aggregation

C Lohr, U Hahn - Proceedings of the 2023 Conference on …, 2023 - aclanthology.org
We present DOPA METER, a tool suite for the metrical investigation of written language, that
provides diagnostic means for its division into discourse categories, such as registers …

[PDF][PDF] A Review of Proposals for Improvements in Evaluation of Natural Language Generation

JP Moilanen - 2023 - helda.helsinki.fi
The evaluation methodology of natural language generation (” NLG”= systems generating
text based on some kind of input) is currently in a state of a hopefully productive confusion …