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<|im_start>system You are an helpful expert research plan editor. <|im_end|> <|im_start|>user You are a research plan editor. Each plan has a goal and steps containing **formatting noise** (garbled numbers, symbol artifacts, garbled step labels) and **semantic noise** (domain-mismatched content, implausible parameters,...
Here's a thinking process: 1. **Analyze User Input:** - **Goal:** develop a nonlinear control strategy for robotic manipulation - **Approach:** via a phylogenetic tree reconstruction algorithm - **Step Ⅱ – Core Process:** perform a propensity score matching with 863 : 8.96 ratio and caliper 0.1 - **C...
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<|im_start>system You are an helpful expert research plan editor. <|im_end|> <|im_start|>user You are a research plan editor. Each plan has a goal and steps containing **formatting noise** (garbled numbers, symbol artifacts, garbled step labels) and **semantic noise** (domain-mismatched content, implausible parameters,...
Here's a thinking process: 1. **Analyze User Input:** - **Goal:** develop a robust physics-informed neural network for PDEs - **Step 681 – Preparation:** create a stratified split that preserves subject category proportions - **Approach:** using a hierarchical Bayesian model for multi-site data - **Step ...
stop
6,320
<|im_start>system You are an helpful expert research plan editor. <|im_end|> <|im_start|>user You are a research plan editor. Each plan has a goal and steps containing **formatting noise** (garbled numbers, symbol artifacts, garbled step labels) and **semantic noise** (domain-mismatched content, implausible parameters,...
Here's a thinking process: 1. **Analyze User Input:** - **Goal:** analyze medical subject readmission risk using time‑based EHR data - **Step 137 – Core Process:** run a meta-parameter search using Bayesian optimization over hundredfold trials - **Step threefold – Optimization:** use uncertainty-aware train...
stop
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<|im_start>system You are an helpful expert research plan editor. <|im_end|> <|im_start|>user You are a research plan editor. Each plan has a goal and steps containing **formatting noise** (garbled numbers, symbol artifacts, garbled step labels) and **semantic noise** (domain-mismatched content, implausible parameters,...
Here's a thinking process: 1. **Analyze User Input:** - **Goal:** study phase transitions in quantum spin systems - **Step thrice – Optimization:** use label smoothing with epsilon = zero point one and temperature scaling for calibration - **Step four units – Evaluation:** run an wear study to measure the c...
stop
6,469
<|im_start>system You are an helpful expert research plan editor. <|im_end|> <|im_start|>user You are a research plan editor. Each plan has a goal and steps containing **formatting noise** (garbled numbers, symbol artifacts, garbled step labels) and **semantic noise** (domain-mismatched content, implausible parameters,...
Here's a thinking process: 1. **Analyze User Input:** - **Goal:** segment retinal blood vessels for diabetic retinopathy screening - **Step 3 (Optimization):** perform Bayesian model averaging across threefold different plausible models - **Step 4 (Evaluation):** compute the mean squared error ( MSE ) and r...
stop
5,842
"<|im_start>system\nYou are an helpful expert research plan editor.\n<|im_end|>\n<|im_start|>user\nY(...TRUNCATED)
"\nHere's a thinking process:\n\n1. **Analyze User Input:**\n - **Goal:** model protein folding (...TRUNCATED)
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"<|im_start>system\nYou are an helpful expert research plan editor.\n<|im_end|>\n<|im_start|>user\nY(...TRUNCATED)
"\nHere's a thinking process:\n\n1. **Analyze User Input:**\n - **Goal:** analyze historical tex(...TRUNCATED)
stop
6,593
"<|im_start>system\nYou are an helpful expert research plan editor.\n<|im_end|>\n<|im_start|>user\nY(...TRUNCATED)
"\nHere's a thinking process:\n\n1. **Analyze User Input:**\n - **Goal:** design a control system(...TRUNCATED)
stop
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"<|im_start>system\nYou are an helpful expert research plan editor.\n<|im_end|>\n<|im_start|>user\nY(...TRUNCATED)
"\nHere's a thinking process:\n\n1. **Analyze User Input:**\n - **Goal:** develop a pharmacokinet(...TRUNCATED)
stop
5,316
"<|im_start>system\nYou are an helpful expert research plan editor.\n<|im_end|>\n<|im_start|>user\nY(...TRUNCATED)
"\nHere's a thinking process:\n\n1. **Analyze User Input:**\n - **Goal:** model human decision-ma(...TRUNCATED)
stop
6,252
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