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cs.CL updates on arXiv.org

Playing Along: Learning a Double-Agent Defender for Belief Steering via Theory of Mind RPA-Check: A Multi-Stage Automated Framework for Evaluating Dynamic LLM-based Role-Playing Agents A Triadic Suffix Tokenization Scheme for Numerical Reasoning Hidden Measurement Error in LLM Pipelines Distorts Annotation, Evaluation, and Benchmarking Synthius-Mem: Brain-Inspired Hallucination-Resistant Persona Memory Achieving 94.4% Memory Accuracy and 99.6% Adversarial Robustness on LoCoMo Time is Not a Label: Continuous Phase Rotation for Temporal Knowledge Graphs and Agentic Memory NovBench: Evaluating Large Language Models on Academic Paper Novelty Assessment Policy Split: Incentivizing Dual-Mode Exploration in LLM Reinforcement with Dual-Mode Entropy Regularization METER: Evaluating Multi-Level Contextual Causal Reasoning in Large Language Models Think Before you Write: QA-Guided Reasoning for Character Descriptions in Books METRO: Towards Strategy Induction from Expert Dialogue Transcripts for Non-collaborative Dialogues Retrieval as Generation: A Unified Framework with Self-Triggered Information Planning Do LLMs Know Tool Irrelevance? Demystifying Structural Alignment Bias in Tool Invocations Enhancing Multimodal Large Language Models for Ancient Chinese Character Evolution Analysis via Glyph-Driven Fine-Tuning Polyglot Teachers: Evaluating Language Models for Multilingual Synthetic Data Generation Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method CocoaBench: Evaluating Unified Digital Agents in the Wild MathAgent: Adversarial Evolution of Constraint Graphs for Mathematical Reasoning Data Synthesis Evaluating Memory Capability in Continuous Lifelog Scenario How Robust Are Large Language Models for Clinical Numeracy? An Empirical Study on Numerical Reasoning Abilities in Clinical Contexts Efficient Training for Cross-lingual Speech Language Models Shared Emotion Geometry Across Small Language Models: A Cross-Architecture Study of Representation, Behavior, and Methodological Confounds A Systematic Analysis of the Impact of Persona Steering on LLM Capabilities Uncertainty-Aware Web-Conditioned Scientific Fact-Checking When Valid Signals Fail: Regime Boundaries Between LLM Features and RL Trading Policies When Verification Fails: How Compositionally Infeasible Claims Escape Rejection Mem$^2$Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation AOP-Smart: A RAG-Enhanced Large Language Model Framework for Adverse Outcome Pathway Analysis OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language Environment Simulation Advancing Polish Language Modeling through Tokenizer Optimization in the Bielik v3 7B and 11B Series
From Conceptual Data Models to Multimodal Representation
2025-01-08 · via cs.CL updates on arXiv.org

1) Introduction and Conceptual Framework: This document explores the concept of information design by dividing it into two major practices: defining the meaning of a corpus of textual data and its visual or multimodal representation. It draws on expertise in enriching textual corpora, particularly audiovisual ones, and transforming them into multiple narrative formats. The text highlights a crucial distinction between the semantic content of a domain and the modalities of its graphic expression, illustrating this approach with concepts rooted in structural semiotics and linguistics traditions. 2) Modeling and Conceptual Design: The article emphasizes the importance of semantic modeling, often achieved through conceptual networks or graphs. These tools enable the structuring of knowledge within a domain by accounting for relationships between concepts, contexts of use, and specific objectives. Stockinger also highlights the constraints and challenges involved in creating dynamic and adaptable models, integrating elements such as thesauri or interoperable ontologies to facilitate the analysis and publication of complex corpora. 3) Applications and Multimodal Visualization: The text concludes by examining the practical application of these models in work environments like OKAPI, developed to analyze, publish, and reuse audiovisual data. It also discusses innovative approaches such as visual storytelling and document reengineering, which involve transforming existing content into new resources tailored to various contexts. These methods emphasize interoperability, flexibility, and the intelligence of communication systems, paving the way for richer and more collaborative use of digital data. The content of this document was presented during the "Semiotics of Information Design" Day organized by Anne Beyaert-Geslin of the University of Bordeaux Montaigne (MICA laboratory) on June 21, 2018, in Bordeaux.