Description

Book Synopsis

.- Multimodality and Explainability.
.- DPIMerge: An Efficient Dynamic Parameter Interpolation Framework for Alleviating Pure Text Forgetting in Multimodal Large Models.
.- MRF: A Modality-Resilient Framework for Handling Missing Modalities in Multimodal Learning.
.- StoryBench: A Dataset for Diverse, Explainable, Multi-hop Narrative Text-to-Image Generation.
.- Mitigating Object Hallucination through Assembled Chain-of-Thought Reasoning.
.- DuplexMamba: Enhancing Real-time Speech Conversations with Duplex and Streaming Capabilities.
.- Bi-directional Semantic Alignment for Large Vision Language Model Training via Echo-Former.
.- A Southeast Asian Language OCR Dataset and Evaluation for Large Multimodal Models.
.- DiagDiff: A Diagnosis-Aware Diffusion Model for Radiology Report Generation.
.- Fine-grained prosody-controllable Lao speech synthesis guided by natural language.
.- How Do Shared Experts Dynamically Adapt to Routing Constraints in Mixture-of-Experts?.
.- End-to-End VideoQA with Frame Scoring Mechanisms and Adaptive Sampling.
.- Visual Sketchbook: Enhancing Chart-to-Code Generation via Reflective Refinement.
.- Latent Feature Activation Steering for Enhancing Semantic Consistency in Large Language Models.
.- Gradient Co-occurrence Analysis for Detecting Unsafe Prompts in Large Language Models.
.- NLP Applications / Text Mining.
.- Enhancing Coherence Measurement based on Rhetorical Structure Theory for AES Task.
.- Enhancing GPT-based Input Method with Domain-Adaptive Pinyin Encoder(s).
.- Improving Grammatical Error Correction with Dynamic Linguistic Knowledge Fusion.
.- SAGEC: Syntax-Aware Grammatical Error Correction with Retrieval-Augmented Generation.
.- DRA: A Dual Retrieval Architecture for Domain Chinese Spelling Check.
.- Label-Guided Self-Knowledge Distillation for Multi-class Text Classification.
.- MvDDI: A Multi-view Interaction Framework for Few-shot Drug-Drug Interaction.
.- MQA-SQL: Mitigating Question Ambiguity in Text-to-SQL with Multi-Model Collaboration and Multi-Variant Query Rephrasing.
.- Dialogue-Based Multi-Dimensional Relationship Extraction from Novels.
.- RAG-targeted SFT Improves RAG-enhanced Math Reasoning.
.- Linguistic Error-aware Data Augmentation for Lao Grammatical Error
Correction.
.- LyRE:Learning Varying Fusion Degrees with Hierarchical Aggregation to Improve Multimodal Misinformation Detection.
.- FTAF: Facilitating Fine-grained Toxic Language Detection via Text Rewriting and Relationship Chain Learning.
.- CLSurCoder: LLMs based Cross-Lingual Transfer Learning for Low-resource Language Surgical Records Coding.
.- CPO-SQL: Boosting Small LLMs for Text-to-SQL via Efficient In-Context Learning and Preference Optimization.
.- Structured Topic-Enhanced News Recommendation Method with Multi-View Learning.
.- Identity-Driven Hierarchical Role-Playing Agents.
.- MoSGCN: Aspect-based sentiment analysis via distance matrix and similarity graph.
.- Two Steps to Precision: Enhancing Reliable API Invocation in Code Generation.
.- FinTeam: A Multi-Agent Collaborative Intelligence System for Comprehensive Financial Scenarios.
.- Open Bilingual Benchmark and Leaderboard for Large Language Models in Cybersecurity.
.- LLMA4ITOps: A Lightweight LLM-based Multi-Agent Framework for IT Operations and Maintenance.
.- Genre-Wise Graph Representations for Multi-Trait Essay Scoring.
.- Automatic Evaluating Scientific Reviews through Meta-Reviewer’s Lens: A Reliable Benchmark for Peer Review Generation.
.- Control Extreme Multi-Label Generation via Level-Guided Token Filtering.
.- Astronomical Catalogue Recommendation Based on Graph Neural Networks.

Natural Language Processing and Chinese Computing

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    A Paperback by Xian-Ling Mao

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      Publisher: Springer
      Publication Date: Publication Date: 15/11/2025
      ISBN13: 9789819533459, 978-9819533459
      ISBN10:
      Also in:
      Artificial intelligence (AI)

      Description

      Book Synopsis

      .- Multimodality and Explainability.
      .- DPIMerge: An Efficient Dynamic Parameter Interpolation Framework for Alleviating Pure Text Forgetting in Multimodal Large Models.
      .- MRF: A Modality-Resilient Framework for Handling Missing Modalities in Multimodal Learning.
      .- StoryBench: A Dataset for Diverse, Explainable, Multi-hop Narrative Text-to-Image Generation.
      .- Mitigating Object Hallucination through Assembled Chain-of-Thought Reasoning.
      .- DuplexMamba: Enhancing Real-time Speech Conversations with Duplex and Streaming Capabilities.
      .- Bi-directional Semantic Alignment for Large Vision Language Model Training via Echo-Former.
      .- A Southeast Asian Language OCR Dataset and Evaluation for Large Multimodal Models.
      .- DiagDiff: A Diagnosis-Aware Diffusion Model for Radiology Report Generation.
      .- Fine-grained prosody-controllable Lao speech synthesis guided by natural language.
      .- How Do Shared Experts Dynamically Adapt to Routing Constraints in Mixture-of-Experts?.
      .- End-to-End VideoQA with Frame Scoring Mechanisms and Adaptive Sampling.
      .- Visual Sketchbook: Enhancing Chart-to-Code Generation via Reflective Refinement.
      .- Latent Feature Activation Steering for Enhancing Semantic Consistency in Large Language Models.
      .- Gradient Co-occurrence Analysis for Detecting Unsafe Prompts in Large Language Models.
      .- NLP Applications / Text Mining.
      .- Enhancing Coherence Measurement based on Rhetorical Structure Theory for AES Task.
      .- Enhancing GPT-based Input Method with Domain-Adaptive Pinyin Encoder(s).
      .- Improving Grammatical Error Correction with Dynamic Linguistic Knowledge Fusion.
      .- SAGEC: Syntax-Aware Grammatical Error Correction with Retrieval-Augmented Generation.
      .- DRA: A Dual Retrieval Architecture for Domain Chinese Spelling Check.
      .- Label-Guided Self-Knowledge Distillation for Multi-class Text Classification.
      .- MvDDI: A Multi-view Interaction Framework for Few-shot Drug-Drug Interaction.
      .- MQA-SQL: Mitigating Question Ambiguity in Text-to-SQL with Multi-Model Collaboration and Multi-Variant Query Rephrasing.
      .- Dialogue-Based Multi-Dimensional Relationship Extraction from Novels.
      .- RAG-targeted SFT Improves RAG-enhanced Math Reasoning.
      .- Linguistic Error-aware Data Augmentation for Lao Grammatical Error
      Correction.
      .- LyRE:Learning Varying Fusion Degrees with Hierarchical Aggregation to Improve Multimodal Misinformation Detection.
      .- FTAF: Facilitating Fine-grained Toxic Language Detection via Text Rewriting and Relationship Chain Learning.
      .- CLSurCoder: LLMs based Cross-Lingual Transfer Learning for Low-resource Language Surgical Records Coding.
      .- CPO-SQL: Boosting Small LLMs for Text-to-SQL via Efficient In-Context Learning and Preference Optimization.
      .- Structured Topic-Enhanced News Recommendation Method with Multi-View Learning.
      .- Identity-Driven Hierarchical Role-Playing Agents.
      .- MoSGCN: Aspect-based sentiment analysis via distance matrix and similarity graph.
      .- Two Steps to Precision: Enhancing Reliable API Invocation in Code Generation.
      .- FinTeam: A Multi-Agent Collaborative Intelligence System for Comprehensive Financial Scenarios.
      .- Open Bilingual Benchmark and Leaderboard for Large Language Models in Cybersecurity.
      .- LLMA4ITOps: A Lightweight LLM-based Multi-Agent Framework for IT Operations and Maintenance.
      .- Genre-Wise Graph Representations for Multi-Trait Essay Scoring.
      .- Automatic Evaluating Scientific Reviews through Meta-Reviewer’s Lens: A Reliable Benchmark for Peer Review Generation.
      .- Control Extreme Multi-Label Generation via Level-Guided Token Filtering.
      .- Astronomical Catalogue Recommendation Based on Graph Neural Networks.

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