E-EVAL experimental results. حسب Jin Lu (428513)

"…We evaluated our proposed system on five educational datasets—AI2_ARC, OpenBookQA, E-EVAL, TQA, and ScienceQA—which represent diverse question types and domains. Compared to vanilla Large Language Models (LLMs), our approach combining Retrieval-Augmented Generation (RAG) with Code Interpreters achieved an average accuracy improvement of 10−15 percentage points. …"

TQA Accuracy Comparison Chart on different LLM. حسب Jin Lu (428513)

"…We evaluated our proposed system on five educational datasets—AI2_ARC, OpenBookQA, E-EVAL, TQA, and ScienceQA—which represent diverse question types and domains. Compared to vanilla Large Language Models (LLMs), our approach combining Retrieval-Augmented Generation (RAG) with Code Interpreters achieved an average accuracy improvement of 10−15 percentage points. …"

ScienceQA experimental results. حسب Jin Lu (428513)

"…We evaluated our proposed system on five educational datasets—AI2_ARC, OpenBookQA, E-EVAL, TQA, and ScienceQA—which represent diverse question types and domains. Compared to vanilla Large Language Models (LLMs), our approach combining Retrieval-Augmented Generation (RAG) with Code Interpreters achieved an average accuracy improvement of 10−15 percentage points. …"

Segmentation module training details. حسب Khelina Fedorchuk (19130089)

PTPC-UHT bounce حسب David Parry (22169299)

"…<br>It contains the full Python implementation of the PTPC bounce model (<code>PTPC_UHT_bounce.py</code>) and representative outputs used to generate the figures in the paper. …"

Data features examined for potential biases. حسب Harry Hochheiser (3413396)

"…Representativeness of the population, differences in calibration and model performance among groups, and differences in performance across hospital settings were identified as possible sources of bias.…"

Analysis topics. حسب Harry Hochheiser (3413396)

"…Representativeness of the population, differences in calibration and model performance among groups, and differences in performance across hospital settings were identified as possible sources of bias.…"

Data for "A hollow fiber membrane permeance evaluation device demonstrating outside-in and inside-out performance differences" حسب Timothy Warner (20222838)

"…</li><li>Figures generated by the python code.</li></ol><h2>Key References</h2><h3>Membrane flux analysis tool:</h3><ul><li>Citation: Warner, Timothy; Mullins, Nathan; de Lannoy, Charles-François (2025). …"

Correlation (a) and Mean-Absolute-Error (b) between frequencies at a reference cutoff, δ₀, and different frequencies, , at different cutoff-values, δ_scan ∊ [3... حسب Guillermo Pérez-Hernández (21156182)

Results obtained from the Bistable Gut Inflammation Detector model. حسب Fabricio Cravo (21387854)

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(a) System dynamics: schematic representation of all the reactions in the Tree model, which are aging, reproduction, color cycle, and competition. حسب Fabricio Cravo (21387854)

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Left schematic of the XOR gate implementation [11]. حسب Fabricio Cravo (21387854)

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Simulated dynamics of the Mutual Annihilation protocol [26]. حسب Fabricio Cravo (21387854)

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Heatmap showing the simulated output of the XOR circuit by Tamsir <i>et al</i>. [11]. حسب Fabricio Cravo (21387854)

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Simulation results for the phage communication circuit from Pathania <i>et al</i>. [5]. حسب Fabricio Cravo (21387854)

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Matching products with reactants for the example meta-reaction where S1 and S2 are distinct meta-species. حسب Fabricio Cravo (21387854)

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Simulation results of the quorum sensing circuit by Omar Din <i>et al</i>. [28]. حسب Fabricio Cravo (21387854)

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LBQANA python code + Merged Gene Expression Dataset from GSE10810, GSE17907, GSE20711, GSE42568, GSE45827, and GSE61304 for Breast Cancer Biomarker Discovery حسب M RN (9866504)

Illustration of the text transformation process before and after synonym replacement: The process begins with a sample initial text segment (Sample text before synonym replacement’... حسب Enock Niyonkuru (21246879)

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Schematic of the approach: This schematic illustrates the entire workflow of the project. حسب Enock Niyonkuru (21246879)

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