Developer Profile

Aymene Berriche

@Aymen311

Doha, Qatar

GitHub

Impact Score Overview

Developer Impact & Statistics

Final Score

13 / 100Raw: 24.00

Repository Score

19 / 100Raw: 23.00

PR Score

9 / 100Raw: 30.00

Contribution Score

0 / 100Raw: 0.00

Score Weight Distribution

finalScore = repoScore * 0.45 + prScore * 0.45 + contributionScore * 0.10

Repository Score (45%)43% of final signal

Pull Request Score (45%)57% of final signal

Contribution Score (10%)0% of final signal

Top Work

Top Work & Highlights

Top Repositories

Most impactful repositories and pull requests

#1AI-DAY-WORKSHOP-NLP-TRANSFORMERS

stars8

forks3

watchers1

Jupyter Notebook100%

Score

#2PROCESS

stars6

forks3

watchers1

HTML45%JavaScript28%CSS27%

Score

#3LearnIT-Workshop

stars4

forks0

watchers1

Jupyter Notebook99%Python1%

Score

Top Pull Requests

Most impactful repositories and pull requests

#1Use original benchmark sources; restore CTI-TAA gold; harden dataset loaders

in qcri/sayf-eval

stars on the PR repository2

+493/-30

Python100%

Score

#2Embed per-task dataset provenance in the results record

in qcri/sayf-eval

stars on the PR repository2

+217/-25

Python100%

Score

#3Fix secure_kcv judge routing: True/False (T/F/X), not A–E MCQ

in qcri/sayf-eval

stars on the PR repository2

+77/-2

Python100%

Score

Community Contributions

Most impactful public issues and discussions

#1Issue

eval eval submission + pypi

qcri/cyberbench-audit

stars0

comments0

Score

#2Issue

sentence regarding how changes in models served through API could influence results

qcri/cyberbench-audit

stars0

comments0

Score

#3Issue

Add a paragraph or sentence to emphasize that the paper provides an audit for the existing cyber benchmarks not fixing the benchmarks themselves

qcri/cyberbench-audit

stars0

comments0

Score

Scoring Transparency

▼

Repositories analyzed

Pull requests analyzed

Merged external PRs counted

Own-repo PRs ignored

Unmerged PRs ignored

Unique external repositories

Issues analyzed

External issues counted

Discussions analyzed

External discussions counted

How this score was calculated

View the full scoring methodology with formulas, penalties, and step-by-step flow.

View full methodology