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CARE Drive A Framework for Evaluating Reason-Responsiveness of Vision Language Models in Automated Driving

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Lucas Elbert Suryana, Farah Bierenga, Sanne van Buuren, Pepijn Kooij, Elsefien Tulleners, Federico Scari, Simeon Calvert, Bart van Arem, Arkady Zgonnikov

πŸ’‘ κ°œμš”

λ³Έ 논문은 μžλ™ μš΄μ „ λΆ„μ•Όμ—μ„œ ν™œμš©λ˜λŠ” λΉ„μ „-μ–Έμ–΄ λͺ¨λΈμ΄ μΈκ°„μ˜ κ΄€μ μ—μ„œ νƒ€λ‹Ήν•œ μ΄μœ μ— κΈ°λ°˜ν•˜μ—¬ μ˜μ‚¬κ²°μ •μ„ λ‚΄λ¦¬λŠ”μ§€ ν‰κ°€ν•˜λŠ” μƒˆλ‘œμš΄ ν”„λ ˆμž„μ›Œν¬μΈ CARE Driveλ₯Ό μ œμ•ˆν•©λ‹ˆλ‹€. κΈ°μ‘΄ 방법듀이 κ²°κ³Ό μ€‘μ‹¬μ˜ μ„±λŠ₯만 ν‰κ°€ν•˜λŠ” ν•œκ³„λ₯Ό μ§€μ ν•˜λ©°, CARE DriveλŠ” ν†΅μ œλœ ν™˜κ²½μ—μ„œ μΈκ°„μ˜ 이유λ₯Ό λ³€ν™”μ‹œμΌœ λͺ¨λΈμ˜ μ˜μ‚¬κ²°μ • λ³€ν™”λ₯Ό μΈ‘μ •ν•¨μœΌλ‘œμ¨ λͺ¨λΈμ΄ μ§„μ •μœΌλ‘œ μ΄μœ μ— λ°˜μ‘ν•˜λŠ”μ§€ ν‰κ°€ν•©λ‹ˆλ‹€. 이λ₯Ό 톡해 λͺ¨λΈμ΄ 사후 합리화가 μ•„λ‹Œ, μΈκ°„μ˜ λ³΅μž‘ν•œ κ³ λ € 사항을 λ°˜μ˜ν•œ μ˜μ‚¬κ²°μ •μ„ λ‚΄λ¦¬λŠ”μ§€ μ²΄κ³„μ μœΌλ‘œ κ²€μ¦ν•©λ‹ˆλ‹€.

πŸ”‘ μ‹œμ‚¬μ  및 ν•œκ³„

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λΉ„μ „-μ–Έμ–΄ λͺ¨λΈμ΄ μžλ™ μš΄μ „ μƒν™©μ—μ„œ μΈκ°„μ˜ λ‹€μ–‘ν•œ 이유(μ•ˆμ „ λ§ˆμ§„, μ‚¬νšŒμ  μ••λ ₯, νš¨μœ¨μ„± μ œμ•½ λ“±)에 따라 일관성 있게 μ˜μ‚¬κ²°μ •μ„ 내릴 수 μžˆμŒμ„ μ‹€μ¦μ μœΌλ‘œ λ³΄μ—¬μ€λ‹ˆλ‹€.
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λͺ¨λΈ νŒŒλΌλ―Έν„° μˆ˜μ • 없이도 λͺ¨λΈμ˜ 이유 λ°˜μ‘μ„±μ„ μ²΄κ³„μ μœΌλ‘œ 평가할 수 μžˆλŠ” 방법둠을 μ œμ‹œν•˜μ—¬, μ•ˆμ „μ΄ μ€‘μš”ν•œ λ„λ©”μΈμ—μ„œ λͺ¨λΈμ˜ 신뒰성을 λ†’μ΄λŠ” 데 κΈ°μ—¬ν•©λ‹ˆλ‹€.
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νŠΉμ • 상황(μžμ „κ±° μΆ”μ›” μ‹œλ‚˜λ¦¬μ˜€)μ—μ„œ μ œμ•ˆλœ ν”„λ ˆμž„μ›Œν¬λ₯Ό μ„±κ³΅μ μœΌλ‘œ μ‹œμ—°ν–ˆμœΌλ‚˜, λ‹€μ–‘ν•œ μžλ™ μš΄μ „ μ‹œλ‚˜λ¦¬μ˜€ 및 λ³΅μž‘ν•œ μΈκ°„μ˜ μ΄μœ μ— λŒ€ν•œ μΌλ°˜ν™” κ°€λŠ₯성에 λŒ€ν•œ 좔가적인 연ꡬ가 ν•„μš”ν•©λ‹ˆλ‹€.
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