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SwiftSage

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DataFunTalk
DataFunTalk
Apr 4, 2024 · Artificial Intelligence

Enhancing Interactive Agents with Large Language Models: The SwiftSage Framework

This article reviews the challenges of textual‑only large language model interaction, introduces benchmark environments such as AFL World and ScienceWorld, compares baseline reinforcement‑learning approaches, and presents SwiftSage—a hybrid system that combines a fast T5‑based small model with a powerful LLM for planning and grounding, demonstrating superior performance, efficiency, and cost‑effectiveness while outlining current limitations and future research directions.

AIBenchmarkReinforcement Learning
0 likes · 22 min read
Enhancing Interactive Agents with Large Language Models: The SwiftSage Framework
DataFunTalk
DataFunTalk
Mar 7, 2024 · Artificial Intelligence

Enhancing Interactive Agents with Large Language Models: The SwiftSage Framework and Benchmark Analysis

This article reviews recent advances in using large language models for interactive embodied agents, introduces the SwiftSage dual‑model framework that combines a fast T5‑based small model with a powerful LLM for planning, evaluates it on benchmarks such as AFL World and ScienceWorld, and discusses efficiency, cost‑effectiveness, limitations, and future research directions.

AIBenchmarkReinforcement Learning
0 likes · 23 min read
Enhancing Interactive Agents with Large Language Models: The SwiftSage Framework and Benchmark Analysis
DataFunSummit
DataFunSummit
Jan 27, 2024 · Artificial Intelligence

Enhancing Interactive Agents with Large Language Models: The SwiftSage Framework

This article reviews recent advances in using large language models for embodied interactive agents, introduces the dual‑modality SwiftSage architecture that combines a fast T5‑based small model with a powerful large model for planning and grounding, and evaluates its performance on benchmarks such as ScienceWorld.

AI2BenchmarkReinforcement Learning
0 likes · 23 min read
Enhancing Interactive Agents with Large Language Models: The SwiftSage Framework