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๐Ÿค– AI Agent11 items

Latest AI agent research papers, analysis, and improvement insights

semantic_scholarresearch

Clueing up LLMs with Tool-Augmented Deductive Reasoning

๋‹ค๋‹จ๊ณ„ ๋„๊ตฌ ํ˜ธ์ถœ์„ ํ†ตํ•œ LLM์˜ ๋…ผ๋ฆฌ์  ์ผ๊ด€์„ฑ ์žˆ๋Š” ์ถ”๋ก  ๋Šฅ๋ ฅ ํ–ฅ์ƒ

semantic_scholarresearch

Closed-World Resolution Against Tool Hallucination in LLM Agents

์กด์žฌํ•˜์ง€ ์•Š๋Š” ๋„๊ตฌ ํ˜ธ์ถœ์„ ์ฐจ๋‹จํ•˜๋Š” ํ์‡„ ์„ธ๊ณ„ ํ•ด์ƒ๋„ ๊ธฐ๋ฒ•

semantic_scholarresearch

Symbolic Temporal Supervision of LLM Agents Using Contracts

๋„๊ตฌ ํ˜ธ์ถœ์˜ ์œ ํ•ดํ•œ ๊ฒฐ๊ณผ๋ฅผ ์˜ˆ๋ฐฉํ•˜๋Š” ๊ณ„์•ฝ ๊ธฐ๋ฐ˜ ๊ฐ์‹œ ๋ฉ”์ปค๋‹ˆ์ฆ˜

semantic_scholarresearch

Not All AI Agents Are Equal: Characterizing Resource and Performance Dynamics

LLM ์—์ด์ „ํŠธ์˜ ๋ฆฌ์†Œ์Šค ์†Œ๋น„์™€ ์„ฑ๋Šฅ ํŠน์„ฑ์„ ๋ถ„์„ํ•˜๊ณ  ์ตœ์ ํ™”ํ•˜๋Š” ๋ฐฉ๋ฒ•

hackernewsresearch

AX โ€“ Googleโ€™s Open Agentic Orchestrator

์—์ด์ „ํŠธ ์‹คํ–‰ ๋ฐ ์˜ค์ผ€์ŠคํŠธ๋ ˆ์ด์…˜์„ ์œ„ํ•œ Google์˜ ์˜คํ”ˆ์†Œ์Šค ํ”Œ๋žซํผ

semantic_scholarresearch

Measuring Decision-Scale Use in Tool-Augmented LLMs: A Contrastive Urban Benchmark

๋„์‹œ ๋ฐ์ดํ„ฐ์—์„œ ๋„๊ตฌ ์ฆ๊ฐ• LLM์˜ ๊ธฐ์ค€์„  ๋Œ€๋น„ ๋น„๊ต ๋ถ„์„ ๋Šฅ๋ ฅ ํ‰๊ฐ€

semantic_scholarresearch

Enabling Retriever-LLM Connection Across the Semantic Gap in Retrieval-Augmented Generation

RAG์—์„œ ๊ฒ€์ƒ‰๊ธฐ์™€ LLM ๊ฐ„์˜ ์˜๋ฏธ์  ๋ถˆ์ผ์น˜ ํ•ด์†Œ ๋ฐฉ๋ฒ•๋ก 

semantic_scholarresearch

Exploring LLMs and RAG for Plausible and Explainable Material Prediction of Vehicle Components

RAG์™€ CoVe๋ฅผ ํ†ตํ•œ ์„ค๋ช… ๊ฐ€๋Šฅํ•œ ๋„๋ฉ”์ธ ํŠนํ™” ์žฌ๋ฃŒ ์˜ˆ์ธก

semantic_scholarresearch

SE4SC-LLM: an LLM-Augmented symbolic execution framework for smart contracts

LLM์„ ํ™œ์šฉํ•œ ์Šค๋งˆํŠธ ๊ณ„์•ฝ ๋ณด์•ˆ ๋ถ„์„ ๋ฐ ๊ฒ€์ฆ ์‹œ์Šคํ…œ

semantic_scholarresearch

Json-SysML: A Bidirectional JSON-Based Representation for SysML Models Enabling LLM-Augmented Model-Based Systems Engineering

LLM์ด ํšจ์œจ์ ์œผ๋กœ ์ฒ˜๋ฆฌ ๊ฐ€๋Šฅํ•œ SysML ๋ชจ๋ธ์˜ JSON ํ‘œํ˜„ ๋ฐฉ์‹

semantic_scholarresearch

A retrieval-augmented model guided zero-shot prompt for LLM to detect mental disorders in social media text

๊ฒ€์ƒ‰ ์ฆ๊ฐ• ์˜์ ์ƒท ํ”„๋กฌํ”„ํŠธ๋ฅผ ํ†ตํ•œ ์ •์‹  ๊ฑด๊ฐ• ๋ฌธ์ œ ์ž๋™ ๊ฐ์ง€