Cover Image

Linguistic Frameworks Go Toe-to-Toe at Neuro-Symbolic Language Modeling

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Prange, Jakob, Schneider, Nathan, Kong, Lingpeng
Format:	Preprint
Published:	2021
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

TTT-Bench: A Benchmark for Evaluating Reasoning Ability with Simple and Novel Tic-Tac-Toe-style Games
by: Mishra, Prakamya, et al.
Published: (2025)

Empirical Sufficiency Lower Bounds for Language Modeling with Locally-Bootstrapped Semantic Structures
by: Prange, Jakob, et al.
Published: (2023)

Natural Language Processing RELIES on Linguistics
by: Opitz, Juri, et al.
Published: (2024)

Reanalyzing L2 Preposition Learning with Bayesian Mixed Effects and a Pretrained Language Model
by: Prange, Jakob, et al.
Published: (2023)

Non-myopic Generation of Language Models for Reasoning and Planning
by: Ma, Chang, et al.
Published: (2024)

NeSTR: A Neuro-Symbolic Abductive Framework for Temporal Reasoning in Large Language Models
by: Liang, Feng, et al.
Published: (2025)

Logically Consistent Language Models via Neuro-Symbolic Integration
by: Calanzone, Diego, et al.
Published: (2024)

Reinforcement learning for Quantum Tiq-Taq-Toe
by: Dinu, Catalin-Viorel, et al.
Published: (2024)

Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis
by: Sinha, Sania, et al.
Published: (2025)

PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models
by: Zhao, Xueliang, et al.
Published: (2025)

Reasoning Does Not Necessarily Improve Role-Playing Ability
by: Feng, Xiachong, et al.
Published: (2025)

Towards Empowering Consumers through Sentence-level Readability Scoring in German ESG Reports
by: Schüßler, Benjamin Josef, et al.
Published: (2026)

Prompt2DeModel: Declarative Neuro-Symbolic Modeling with Natural Language
by: Faghihi, Hossein Rajaby, et al.
Published: (2024)

The Granularity Axis: A Micro-to-Macro Latent Direction for Social Roles in Language Models
by: Qin, Chonghan, et al.
Published: (2026)

NSP: A Neuro-Symbolic Natural Language Navigational Planner
by: English, William, et al.
Published: (2024)

LoRA Meets Dropout under a Unified Framework
by: Wang, Sheng, et al.
Published: (2024)

NeSyGeo: A Neuro-Symbolic Framework for Multimodal Geometric Reasoning Data Generation
by: Wu, Weiming, et al.
Published: (2025)

Teaching Language Models to Critique via Reinforcement Learning
by: Xie, Zhihui, et al.
Published: (2025)

Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs
by: Yang, Sen, et al.
Published: (2023)

Scaling Reasoning without Attention
by: Zhao, Xueliang, et al.
Published: (2025)

Empowering Large Language Model Agents through Action Learning
by: Zhao, Haiteng, et al.
Published: (2024)

A Survey on Large Language Model-Based Social Agents in Game-Theoretic Scenarios
by: Feng, Xiachong, et al.
Published: (2024)

DLM-Scope: Mechanistic Interpretability of Diffusion Language Models via Sparse Autoencoders
by: Wang, Xu, et al.
Published: (2026)

ATA: A Neuro-Symbolic Approach to Implement Autonomous and Trustworthy Agents
by: Peer, David, et al.
Published: (2025)

Speaking of Language: Reflections on Metalanguage Research in NLP
by: Schneider, Nathan, et al.
Published: (2026)

Corex: Pushing the Boundaries of Complex Reasoning through Multi-Model Collaboration
by: Sun, Qiushi, et al.
Published: (2023)

Reasoners or Translators? Contamination-aware Evaluation and Neuro-Symbolic Robustness in Tax Law
by: Kordjamshidi, Parisa, et al.
Published: (2026)

Neuro-Symbolic Concepts
by: Mao, Jiayuan, et al.
Published: (2025)

PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement
by: Quan, Xin, et al.
Published: (2025)

The EpisTwin: A Knowledge Graph-Grounded Neuro-Symbolic Architecture for Personal AI
by: Servedio, Giovanni, et al.
Published: (2026)

Rethinking Reasoning in LLMs: Neuro-Symbolic Local RetoMaton Beyond ICL and CoT
by: Mamidala, Rushitha Santhoshi, et al.
Published: (2025)

Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification
by: Vacareanu, Robert, et al.
Published: (2024)

ContextGPT: Infusing LLMs Knowledge into Neuro-Symbolic Activity Recognition Models
by: Arrotta, Luca, et al.
Published: (2024)

JARVIS: A Neuro-Symbolic Commonsense Reasoning Framework for Conversational Embodied Agents
by: Zheng, Kaizhi, et al.
Published: (2022)

Symbolic Intermediaries as a Linguistic-Numerical Interface for LLM-Driven Geometric Reasoning
by: Gandarela, João Pedro, et al.
Published: (2025)

Inductive Linguistic Reasoning with Large Language Models
by: Ramji, Raghav, et al.
Published: (2024)

Linguistic Structure Induction from Language Models
by: Momen, Omar
Published: (2024)

Linguistic Profiling of a Neural Language Model
by: Miaschi, Alessio, et al.
Published: (2020)

Can-Do! A Dataset and Neuro-Symbolic Grounded Framework for Embodied Planning with Large Multimodal Models
by: Chia, Yew Ken, et al.
Published: (2024)

Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models
by: Xu, Fangzhi, et al.
Published: (2024)