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. …"

Cost functions implemented in Neuroptimus. حسب Máté Mohácsi (20469514)

"…However, using most of these software tools and choosing the most appropriate algorithm for a given optimization task require substantial technical expertise, which prevents the majority of researchers from using these methods effectively. To address these issues, we developed a generic platform (called Neuroptimus) that allows users to set up neural parameter optimization tasks via a graphical interface, and to solve these tasks using a wide selection of state-of-the-art parameter search methods implemented by five different Python packages. …"

PYTHON حسب Kan Jia (21666161)

Pseudo live-stream of EEG data is generated, and a simple pick-and-place flowchart is designed for channel selection and filtering. حسب Gursimran Singh (575288)

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

الموضوعات:

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. …"

(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)

الموضوعات:

Secure Python Code Manager: A Tool for Protected Python Code Distribution and Management حسب Pavel Izosimov (20096259)

"…</li><li><b>Commercial Distribution</b>: Safely share Python code with clients or customers, implementing advanced <b>Python code protection tools</b> for sales or rentals.…"

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)

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

الموضوعات:

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

الموضوعات:

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

الموضوعات:

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

الموضوعات:

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

الموضوعات:

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

الموضوعات:

BSTPP: a python package for Bayesian spatiotemporal point processes حسب Isaac Manring (20705955)

"…<p>Spatiotemporal point process models have a rich history of effectively modeling event data in space and time. However, they are sometimes neglected due to the difficulty of implementing them. …"

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

Comparison of performance between our next reaction implementation and the Python library from Ref. [3]. حسب Samuel Cure (22250922)

PythonForRoyalSociety.py from The formation energy of triple lines حسب Paul Twine (22587761)