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Improving the Efficiency of Language Agent Teams with Adaptive Task Graphs

μž‘μ„±μž
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μΉ΄ν…Œκ³ λ¦¬
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μ €μž

Elizabeth Mieczkowski, Alexander Ku, Tiwalayo Eisape, Dilip Arumugam, John Matters, Katherine M. Collins, Ilia Sucholutsky, Thomas L. Griffiths

πŸ’‘ κ°œμš”

κΈ°μ‘΄ LLM μ—μ΄μ „νŠΈ νŒ€μ˜ ν˜‘μ—… 방식은 κ³ μ •λœ μ—­ν• μ΄λ‚˜ μ™„μ „ν•œ μžμœ¨μ„±μœΌλ‘œ μΈν•œ λΉ„νš¨μœ¨μ„± 문제λ₯Ό κ²ͺμŠ΅λ‹ˆλ‹€. λ³Έ 논문은 λΆ„μ‚° μ‹œμŠ€ν…œμ—μ„œ μ˜κ°μ„ 받은 LATTE ν”„λ ˆμž„μ›Œν¬λ₯Ό μ œμ•ˆν•˜μ—¬, μ—μ΄μ „νŠΈ νŒ€μ΄ λ™μ μœΌλ‘œ λ°œμ „ν•˜λŠ” 곡유 μ‘°μ • κ·Έλž˜ν”„λ₯Ό 톡해 ν•˜μœ„ μž‘μ—… μ˜μ‘΄μ„±, λ‹΄λ‹Ήμž, 진행 μƒνƒœλ₯Ό κ΄€λ¦¬ν•˜λ„λ‘ ν•©λ‹ˆλ‹€. LATTEλŠ” 토큰 μ‚¬μš©λŸ‰, μ‹€ν–‰ μ‹œκ°„, 였λ₯˜ λ°œμƒλ₯ μ„ μ€„μ΄λ©΄μ„œλ„ κΈ°μ‘΄ 방식 λŒ€λΉ„ λ™λ“±ν•˜κ±°λ‚˜ μš°μˆ˜ν•œ μ„±λŠ₯을 λ‹¬μ„±ν•©λ‹ˆλ‹€.

πŸ”‘ μ‹œμ‚¬μ  및 ν•œκ³„

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LLM μ—μ΄μ „νŠΈ νŒ€μ˜ ν˜‘μ—… νš¨μœ¨μ„±μ„ 높이기 μœ„ν•œ 동적이고 적응적인 μ‘°μ • λ©”μ»€λ‹ˆμ¦˜μ˜ μ€‘μš”μ„±μ„ μ‹œμ‚¬ν•©λ‹ˆλ‹€.
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κ³΅μœ λ˜λŠ” λ°œμ „ν•˜λŠ” μ‘°μ • κ·Έλž˜ν”„λŠ” μ—μ΄μ „νŠΈ κ°„μ˜ λͺ…ν™•ν•œ μ—­ν•  λΆ„λ‹΄κ³Ό μœ μ—°ν•œ μž‘μ—… 할당을 κ°€λŠ₯ν•˜κ²Œ ν•©λ‹ˆλ‹€.
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λ‹€μ–‘ν•œ 기반 λͺ¨λΈκ³Ό μ—¬λŸ¬ ν˜‘μ—… μž‘μ—…μ— λŒ€ν•œ μ‹€ν—˜μ„ 톡해 μ œμ•ˆλœ ν”„λ ˆμž„μ›Œν¬μ˜ μΌλ°˜ν™” κ°€λŠ₯μ„±κ³Ό μ„±λŠ₯ ν–₯상을 μž…μ¦ν–ˆμŠ΅λ‹ˆλ‹€.
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LATTEλŠ” 효과적인 ν˜‘μ—…μ„ μ§€μ›ν•˜μ§€λ§Œ, λ³΅μž‘ν•œ μž‘μ—…μ΄λ‚˜ μ˜ˆμƒμΉ˜ λͺ»ν•œ μƒν™©μ—μ„œ κ·Έλž˜ν”„μ˜ 동적 μ—…λ°μ΄νŠΈ 및 일관성 μœ μ§€μ— λŒ€ν•œ 좔가적인 연ꡬ가 ν•„μš”ν•©λ‹ˆλ‹€.
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