PDF Viewer

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $10K - $14K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (36)

[1]
JBShield: Defending Large Language Models from Jailbreak Attacks through Activated Concept Analysis and Manipulation
2025Shenyi Zhang, Yuchen Zhai et al.
[2]
Layer by Layer: Uncovering Hidden Representations in Language Models
2025Oscar Skean, Md Rifat Arefin et al.
[3]
A Survey on Responsible LLMs: Inherent Risk, Malicious Use, and Mitigation Strategy
2025Huandong Wang, Wenjie Fu et al.
[4]
Exploring Concept Depth: How Large Language Models Acquire Knowledge and Concept at Different Layers?
2025Mingyu Jin, Qinkai Yu et al.
[5]
Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness
2024Qi Zhang, Yifei Wang et al.
[6]
Advancing Adversarial Suffix Transfer Learning on Aligned Large Language Models
2024Hongfu Liu, Yuxi Xie et al.
[7]
Jailbreak Attacks and Defenses Against Large Language Models: A Survey
2024Sibo Yi, Yule Liu et al.
[8]
Improving Alignment and Robustness with Circuit Breakers
2024Andy Zou, Long Phan et al.
[9]
Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks
2024Maksym Andriushchenko, Francesco Croce et al.
[10]
JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models
2024Patrick Chao, Edoardo Debenedetti et al.
[11]
Fantastic Semantics and Where to Find Them: Investigating Which Layers of Generative LLMs Reflect Lexical Semantics
2024Zhu Liu, Cunliang Kong et al.
[12]
How Large Language Models Encode Context Knowledge? A Layer-Wise Probing Study
2024Tianjie Ju, Weiwei Sun et al.
[13]
GradSafe: Detecting Jailbreak Prompts for LLMs via Safety-Critical Gradient Analysis
2024Yueqi Xie, Minghong Fang et al.
[14]
SafeDecoding: Defending against Jailbreak Attacks via Safety-Aware Decoding
2024Zhangchen Xu, Fengqing Jiang et al.
[15]
HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal
2024Mantas Mazeika, Long Phan et al.
[16]
Security and Privacy Challenges of Large Language Models: A Survey
2024B. Das, M. H. Amini et al.
[17]
TrustLLM: Trustworthiness in Large Language Models
2024Lichao Sun, Yue Huang et al.
[18]
From Causal to Concept-Based Representation Learning
2024Goutham Rajendran, Simon Buchholz et al.
[19]
Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations
2023Hakan Inan, K. Upasani et al.
[20]
Tree of Attacks: Jailbreaking Black-Box LLMs Automatically
2023Anay Mehrotra, Manolis Zampetakis et al.

Showing 20 of 36 references

Founder's Pitch

"Detect concealed jailbreaks in large language models through semantic disentanglement for enhanced LLM safety."

LLM SafetyScore: 2View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

0/4 signals

0

Quick Build

0/4 signals

0

Series A Potential

1/4 signals

2.5

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 2/23/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.