CARPAS: Towards Content-Aware Refinement of Provided Aspects for Summarization in Large Language Models

arXiv:2510.07177 · cs.CL · Submitted 2025-10-08 · Read on arXiv

cs.CL

Submitted: 2025-10-08

Updated: 2026-09-02

Terminology

• Fine-Tuning — 6× in this paper · explained in 5 episodes
• Consistency — 5× in this paper · explained in 3 episodes
• Regression Model — 5× in this paper
• Accuracy — 4× in this paper · explained in 1 episode
• Benchmark — 4× in this paper · explained in 2 episodes
• Self-consistency — 4× in this paper · explained in 2 episodes
• Synthetic Data Generation — 4× in this paper · explained in 5 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Content-Aware Refinement of Provided Aspects for Summarization — 3× in this paper
• Robustness — 3× in this paper · explained in 5 episodes
• Chain-of-Thought Prompting — 2× in this paper · explained in 2 episodes
• Direct Prompting — 2× in this paper
• Hallucination — 2× in this paper · explained in 3 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Agentic Framework — 1× in this paper · explained in 6 episodes
• Commentary — 1× in this paper · explained in 2 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• RAG — 1× in this paper · explained in 3 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Two-Stage Framework — 1× in this paper · explained in 2 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
• The Llama 3 Herd of Models
• Aspect-Based Summarization with Self-Aspect Retrieval Enhanced Generation
• DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
• Large Language Models: A Survey
• GPT-4o System Card
• Leveraging the Power of LLMs: A Fine-Tuning Approach for High-Quality Aspect-Based Summarization
• Gemma 3 Technical Report
• Synthetic Data Generation Using Large Language Models: Advances in Text and Code
• Exploring the Limits of ChatGPT for Query or Aspect-based Text Summarization
• Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

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