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DeepEchoNet: A Lightweight Architecture for Ex treme Low-Resolution Monocular Depth Estimation
DeepEchoNet: A Lightweight Architecture for Ex treme Low-Resolution Monocular Depth Estimation
Published 08 May 2026
Computers, Materials & Continua 2026, 88(1), 14 https://doi.org/10.32604/cmc.2026.079331
SEC-BENCH-210: Multi-Language AI Security Evaluation Suite & SFT Dataset
SEC-BENCH-210: Multi-Language AI Security Evaluation Suite & SFT Dataset
Released October 2026
Domain Application Security, LLM Evaluation & Supervised Fine-Tuning
Coverage Go, Rust, Python, C++, Java, PHP, C# | MITRE CWE & OWASP Top 10
A specialized AppSec benchmark and SFT training suite featuring 210 production-grade scenarios. Designed to evaluate and fine-tune Large Language Models on real-world code vulnerability detection, theoretical exploit PoC construction, and defense-in-depth secure remediation. Includes an automated CLI evaluation harness and standardized scoring pipelines.
Resources & Access:
Hugging Face: datasets/giuliocapo/sec-bench-210-preview
GitHub Repository: giuliocapo/sec-bench-210
Full Commercial Suite (210 Scenarios): Available on Lemon Squeezy
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