Cover Image

RAS: Reflection-Augmented Scaling with In-Context Learning for Executable Cypher Query Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Jung, Minseok, Ricky, Abhas, Chatni, Muhammad Rameez
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

3D Optimization for AI Inference Scaling: Balancing Accuracy, Cost, and Latency
by: Jung, Minseok, et al.
Published: (2025)

HiRAS: A Hierarchical Multi-Agent Framework for Paper-to-Code Generation and Execution
by: Hong, Hanhua, et al.
Published: (2026)

Toward Multi-Database Query Reasoning for Text2Cypher
by: Ozsoy, Makbule Gulcin
Published: (2026)

Query Suggestion for Retrieval-Augmented Generation via Dynamic In-Context Learning
by: Spaeh, Fabian, et al.
Published: (2026)

Aligning Extraction and Generation for Robust Retrieval-Augmented Generation
by: Song, Hwanjun, et al.
Published: (2025)

Query and Conquer: Execution-Guided SQL Generation
by: Borchmann, Łukasz, et al.
Published: (2025)

Incremental Multilingual Text2Cypher with Adapter Combination
by: Ozsoy, Makbule Gulcin
Published: (2026)

Inference Scaling for Long-Context Retrieval Augmented Generation
by: Yue, Zhenrui, et al.
Published: (2024)

Auto-Cypher: Improving LLMs on Cypher generation via LLM-supervised generation-verification framework
by: Tiwari, Aman, et al.
Published: (2024)

Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation
by: Kim, Takyoung, et al.
Published: (2024)

RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation
by: Chan, Chi-Min, et al.
Published: (2024)

RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation
by: Jiang, Pengcheng, et al.
Published: (2025)

SkillRAE: Agent Skill-Based Context Compilation for Retrieval-Augmented Execution
by: Meng, Xiangcheng, et al.
Published: (2026)

Extending Confidence-Based Text2Cypher with Grammar and Schema Aware Filtering
by: Ozsoy, Makbule Gulcin
Published: (2026)

Text2Cypher Across Languages: Evaluating and Finetuning LLMs
by: Ozsoy, Makbule Gulcin, et al.
Published: (2025)

The Cost of Context: Mitigating Textual Bias in Multimodal Retrieval-Augmented Generation
by: Jung, Hoin, et al.
Published: (2026)

CEGI: Measuring the trade-off between efficiency and carbon emissions for SLMs and VLMs
by: Kumar, Abhas, et al.
Published: (2024)

Assessing the Answerability of Queries in Retrieval-Augmented Code Generation
by: Kim, Geonmin, et al.
Published: (2024)

ImpRAG: Retrieval-Augmented Generation with Implicit Queries
by: Zhang, Wenzheng, et al.
Published: (2025)

Investigating the Robustness of Retrieval-Augmented Generation at the Query Level
by: Perçin, Sezen, et al.
Published: (2025)

Retrieval-Augmented Hierarchical in-Context Reinforcement Learning and Hindsight Modular Reflections for Task Planning with LLMs
by: Sun, Chuanneng, et al.
Published: (2024)

Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation Learning
by: Kim, Jeonghoon, et al.
Published: (2024)

Cypher is Turing-Complete: A Formal Proof via 2-Counter Machine Simulation
by: Halftermeyer, Pierre
Published: (2026)

DF-RAG: Query-Aware Diversity for Retrieval-Augmented Generation
by: Khan, Saadat Hasan, et al.
Published: (2026)

Enhancing Financial VQA in Vision Language Models using Intermediate Structured Representations
by: Srivastava, Archita, et al.
Published: (2025)

Leveraging In-Context Learning and Retrieval-Augmented Generation for Automatic Question Generation in Educational Domains
by: Maity, Subhankar, et al.
Published: (2025)

Contextualizing Search Queries In-Context Learning for Conversational Rewriting with LLMs
by: Wilson, Raymond, et al.
Published: (2025)

SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task
by: Zhong, Ziije, et al.
Published: (2024)

Evaluating Retrieval Augmented Generative Models for Document Queries in Transportation Safety
by: Melton, Chad, et al.
Published: (2025)

Unstructured Evidence Attribution for Long Context Query Focused Summarization
by: Wright, Dustin, et al.
Published: (2025)

Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding
by: Gao, Sensen, et al.
Published: (2025)

SK-VQA: Synthetic Knowledge Generation at Scale for Training Context-Augmented Multimodal LLMs
by: Su, Xin, et al.
Published: (2024)

RAGRouter: Learning to Route Queries to Multiple Retrieval-Augmented Language Models
by: Zhang, Jiarui, et al.
Published: (2025)

MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries
by: Tang, Yixuan, et al.
Published: (2024)

On Many-Shot In-Context Learning for Long-Context Evaluation
by: Zou, Kaijian, et al.
Published: (2024)

Query-Conditioned Test-Time Self-Training for Large Language Models
by: Song, Chaehee, et al.
Published: (2026)

RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation
by: Wang, Shuting, et al.
Published: (2024)

Inference Scaling for Bridging Retrieval and Augmented Generation
by: Lee, Youngwon, et al.
Published: (2024)

Enhancing Retrieval Processes for Language Generation with Augmented Queries
by: Ghali, Julien Pierre Edmond, et al.
Published: (2024)

Let Multimodal Embedders Learn When to Augment Query via Adaptive Query Augmentation
by: Kim, Wongyu, et al.
Published: (2025)