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ReAct reasoning trace

ReAct reasoning trace — 1

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Landscape 16:9 figure of a ReAct trace on a factual-QA task, vertical sequence of 7 alternating blocks.

Top header: "Task — user asks: 'What year did the scientist who proved the Higgs boson exists win the Nobel Prize?'"

Seven blocks, top-to-bottom, each numbered 1–7 on the left:
1. Thought: "I need to identify the scientist associated with the proof of the Higgs boson and then look up their Nobel Prize year."
2. Action: wiki_search("Higgs boson discovery")
3. Observation: "The 2012 announcement at CERN confirmed the Higgs boson..."
4. Thought: "The theoretical prediction is due to Peter Higgs and François Englert. I should check if they were later awarded the Nobel."
5. Action: wiki_search("Peter Higgs Nobel Prize")
6. Observation: "Peter Higgs and François Englert won the 2013 Nobel Prize in Physics..."
7. Thought: "Answer: 2013."

Thought blocks: dusty-teal left border, italic, brain glyph. Action blocks: muted-navy left border, monospace, wrench glyph. Observation blocks: soft-terracotta left border, lighter fill, eye glyph. Thin slate-gray arrows between blocks.

Bottom: pill-shaped "Final answer: 2013" with a check glyph.

Title: "ReAct trace: interleaved reasoning and tool-use on a factual-QA task". Subtitle: "Yao et al., 2022."

中文翻譯

橫向 16:9 的圖,展示一個事實型問答任務上的 ReAct 軌跡,由 7 個交替區塊自上而下垂直排列。

頂部頁眉:“任務 —— 用戶提問:‘證明希格斯玻色子存在的那位科學家是哪一年獲得諾貝爾獎的?’”

七個區塊,自上而下,每個區塊左側標有編號 1–7:
1. Thought:“我需要先找出與證明希格斯玻色子相關的那位科學家,然後查一下他獲得諾貝爾獎的年份。”
2. Action:wiki_search("Higgs boson discovery")
3. Observation:“2012 年 CERN 的宣佈證實了希格斯玻色子……”
4. Thought:“這一理論預言歸功於彼得·希格斯和弗朗索瓦·恩格勒特。我應該查一下他們後來是否被授予諾貝爾獎。”
5. Action:wiki_search("Peter Higgs Nobel Prize")
6. Observation:“彼得·希格斯和弗朗索瓦·恩格勒特獲得了 2013 年諾貝爾物理學獎……”
7. Thought:“答案:2013。”

Thought 區塊:暗青色左邊框,斜體,大腦圖標。Action 區塊:低飽和藏青色左邊框,等寬字體,扳手圖標。Observation 區塊:柔和赤陶色左邊框,更淺的填充,眼睛圖標。區塊之間用細石板灰箭頭連接。

底部:藥丸形狀的“最終答案:2013”,帶一個對勾圖標。

標題:“ReAct 軌跡:事實型問答任務中交織的推理與工具使用”。副標題:“Yao et al., 2022.”

溯源

原作者
wuyoscar
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