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Beyond Correctness: Benchmarking LLMs for
Security and Reliability in Code Generation
Author One (Guide)
Head of Dept., CST
CMR Technical Campus
author1@cmrtc.ac.in
Author Two
Dept. of CSE
CMR Technical Campus
author2@cmrtc.ac.in
Author Three
Dept. of CSE
CMR Technical Campus
author3@cmrtc.ac.in
Author Four (Co-Guide)
Assoc. Prof., CST
CMR Technical Campus
author4@cmrtc.ac.in
Author Five
Dept. of CSE
CMR Technical Campus
author5@cmrtc.ac.in
Author Six (Co-Guide)
Asst. Prof., CST
CMR Technical Campus
author6@cmrtc.ac.in
Abstract
AI-powered coding tools have quietly become a standard fixture in software engineering teams, yet the benchmarks used to assess them tell only part of the story...
Keywords — Large Language Models, Code Generation, Security Vulnerability, Hallucination, Benchmarking
I. Introduction
II. Literature Survey
Author, YearTechniquesLimitations
Chen et al., 2021Unit testsNo security
Pearce et al., 2022CWE analysisSingle model
Our Work, 20253-D evalPython only
III. Methodology
Developer Query → Dispatcher
GPT-4o
Gemini
Claude
Llama
Mistral
Correctness
Security
Hallucination
IV. Results
ModelCorrect.SVR(%)HR(%)
GPT-4o87.3%18.45.2
Gemini83.1%21.77.8
Claude85.0%9.28.7
Llama 374.6%28.319.6
Mistral71.2%31.523.1
GPT-4o
Claude
Llama
Correct.
Security
Reliab.
V. Discussion
VI. Conclusion
References
[1] Chen et al., HumanEval, 2021.
[2] Pearce et al., Copilot Security, 2022.
[3] Peng et al., CWEval, 2025.
Academic

IEEE Conference Paper

Write your IEEE conference paper in minutes. Full IEEEtran structure with TikZ figures, tables, equations, and bibliography — just add your content.

John Anderson
john@example.com · +44 20 7946 0958 · London, UK
Experience
Senior Software Engineer
Acme Technologies · 2022–Present
Software Engineer
DataBridge Ltd · 2019–2021
Education
MEng Computer Science
University of Manchester · First Class
Skills
Resume

Classic Professional Resume

Build a polished, job-ready resume in minutes. Single-column layout with clean experience, education, and skills sections — works for any industry.

Sarah Chen
Product Designer
Skills
Figma
Sketch
Prototyping
UX Research
A/B Testing
Design Systems
Languages
English (Native)
Mandarin (Fluent)
French (Conversational)
Experience
Lead Product Designer
Stripe · 2021–Present
Senior UX Designer
Airbnb · 2018–2021
Education
BFA Interaction Design
California College of the Arts · Magna Cum Laude
Resume

Modern Two-Column Resume

Stand out with a modern side-by-side resume. Skills sidebar and bold accent colours — great for design, product, and creative roles.

Alex Kumar
Full-Stack Engineer
alex@example.com · github.com/alexkumar · New York
Experience
Staff Engineer — Meta
Jan 2023–Present
Senior SWE — Shopify
Mar 2020–Dec 2022
Technical Skills
Languages
Go, TypeScript, Rust, Python
Frontend
React, Next.js, GraphQL
Cloud
AWS, Docker, Kubernetes
Resume

Software Engineer Resume

Land your next SWE role. Tech-focused resume with a skills table, open-source section, and clean typographic hierarchy ready for top companies.

Olivia Fitzgerald
olivia@example.com · +353 1 555 0187 · Dublin
EXPERIENCE
Finance Director
Vertex Capital Partners
2021–Present
Dublin, Ireland
Senior Finance Manager
KPMG, Dublin
2018–2021
EDUCATION
Master of Finance
UCD Smurfit
BCom Accounting
UCD, First Class
QUALIFICATIONS
Chartered Accountant (ACA)
CFA Level III Candidate
Resume

Minimalist Clean Resume

Let your experience speak. Ultra-clean, typography-first resume with maximum white space — print it, send it, get the callback.

Dr. Marcus Webb
Assistant Professor of Computer Science
m.webb@university.edu · Cambridge, UK
Research Interests
Academic Positions
Education
Selected Publications
Grants & Awards
Teaching
Pro
Academic Pro

Academic CV

Create a complete academic CV instantly. Sections for publications, grants, teaching, and service — submission-ready for any university or research position.

42 Maple Street, Boston, MA 02101
priya@example.com · +1 (617) 555-0143
March 10, 2026
Hiring Team
Google LLC
Mountain View, CA 94043
Dear Hiring Team,
Sincerely,
Priya Sharma
Cover Letter

Professional Cover Letter

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Sample-Efficient RL via
Structured Reward Decomposition
Marcus Webb¹ and Tariq Singh²
¹Cambridge ²MIT CSAIL
Abstract
1. Introduction
2. Method
3. Experiments
TaskPPOSRE
HalfCheetah34216914
Hopper21873501
Walker2d28445022
Pro
Academic Pro

Research Article

Publish-ready academic paper in one tap. Single-column journal format with abstract, theorems, tables, and bibliography following standard conventions.

Deep Learning for NLP
From Transformers to LLMs
Dr. Emily Chen · Stanford University
AI Symposium, March 2026
The Transformer Architecture
Key advantages
· Parallelisable — no sequential bottleneck
· Long-range dependencies via attention
· Scales effectively with compute
Attention(Q,K,V) = softmax(QKᵀ/√d)V
Pro
Presentation Pro

Beamer Presentation

Create beautiful presentation slides instantly. LaTeX Beamer deck with title page, outline, equations, tables, and conclusion — no PowerPoint needed.

Real Analysis
Key Theorems & Proofs · Spring 2026
1. Sequences and Limits
Definition 1.1 (Convergence)
|aₙ − L| < ε
Theorem 1.2 (Squeeze Theorem)
Proof.
2. Continuity
Academic

Mathematics Study Notes

Organise your proofs and theorems quickly. Structured theorem-proof document with definitions, lemmas, and examples — perfect for analysis and algebra.

Measurement of
Planck's Constant
Physics 301: Modern Physics Lab
Emily Watson, James Park
March 5, 2026
Abstract
Results
λ (nm)ν (×10¹⁴ Hz)Vs (V)
3658.211.81
4057.411.45
4366.881.12
5465.490.68
Science

Science Lab Report

Submit your lab report with confidence. Structured format with abstract, methods, results table, and discussion — equation numbering included.

Q4 2025 Strategic
Business
Review
Annual Performance Analysis · Jan 2026
Executive Summary
Revenue by Segment
SegmentFY24FY25Δ
Enterprise$58M$84M+45%
Mid-Market$36M$42M+17%
SMB$12M$16M+33%
Report

Business Report

Impress the boardroom. Formal corporate report with title page, executive summary, financial tables, and strategic sections — ready to present.

Project Proposal
AI-Powered Health
Monitoring Platform
BioTech Innovations · March 2026
Executive Summary
Problem Statement
Budget
CategoryYr 1Yr 2
Engineering£640K£580K
Clinical£240K£320K
Infrastructure£80K£120K
Report

Project Proposal

Win the grant or approval. Structured proposal with problem statement, solution, budget table, and timeline — suitable for R&D or internal projects.

API Docs
REST API Reference · v3.0
Contents
1. Overview
2. Authentication
3. Endpoints
4. Rate Limits
5. Code Examples
Base URL
https://api.skozin.com/v3
POST /compile
Authorization: Bearer
sk-live-xxxxxxxxxxxx
Pro
Documentation Pro

Technical Documentation

Ship professional developer docs fast. API reference format with code listings, tables, and formal structure — ideal for SDKs and developer guides.

Acme Studio Ltd
123 Business Park · Manchester
hello@acmestudio.co.uk
INVOICE
INV-2026-0042
Due: 30 Mar 2026
Bill To:
Global Tech Solutions Inc. · San Francisco, CA
Description
Qty
Amount
Web App Development
1
£3,200
UI/UX Design (16 hrs)
16
£1,520
API Integration
1
£850
Cloud Infrastructure
1
£600
Subtotal: £6,170  |  VAT (20%): £1,234
Total Due: £7,404
Pro
Business Pro

Professional Invoice

Get paid faster. Clean professional invoice with itemised billing table, VAT calculation, totals, and payment details — ready in under a minute.

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01

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02

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Try it on your phone

What is Skozin?

Skozin is a free, browser-based document editor that turns LaTeX into polished PDFs in real time — no installation, no account required to get started. Write your document content in the left panel and see the rendered PDF instantly on the right. Whether you are writing a research paper, a thesis, a resume, or a set of lecture notes, Skozin works on any device — including your phone.

🎓

Students

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🔬

Researchers

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⚙️

Engineers

Technical reports, design specifications, and documentation that require precise mathematical notation and consistent multi-page layout — all handled by LaTeX.

💼

Professionals

Create impressive CVs and resumes that render identically on every device. LaTeX resumes stand out with precise typography and a clean, consistent layout.

How Skozin works

LaTeX is a document preparation system built on top of Donald Knuth's TeX typesetting engine. You write plain text with markup commands — like \section{Introduction} or $E = mc^2$ — and LaTeX compiles them into a precisely typeset PDF. This separation of content from presentation is what makes LaTeX so reliable for long, complex documents.

Skozin runs a full LaTeX compiler (pdfLaTeX with TeX Live) in the cloud. When you tap Generate PDF, your document is sent to the compiler, a PDF is generated, and it is streamed back to your browser within seconds. You get professional document output with none of the setup friction — from your phone or laptop.

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