3 papers
cs.CL2026
CypherTurn: A Multi-Turn Benchmark for Conversational Text-to-Cypher Evaluation and the Autonomy Divergence
Yuzhe Zhang, Weijie Zhu, Haolin Yang +5
Graph databases are increasingly queried through natural language, yet every existing benchmark evaluates isolated single-turn queries rather than the multi-turn sessions through w…
cs.AI2026
FlowMind: Execute-Summarize for Structured Workflow Generation from LLM Reasoning
Yihao Liu, Ziyun Zhang, Zile He +1
LLMs can solve complex tasks through reasoning and tool use, but accurately translating these solutions into structured workflows remains challenging. We model workflows as sequenc…
cs.CL2023
Pay Attention to What You Need
Yifei Gao, Shaohong Chen, Lei Wang +5
Although large language models (LLMs) have achieved significant success in natural language processing, they still struggle with long-context comprehension. Traditional approaches…