GPT-2 Model Replication by External Researchers
Attack on AI1 Research / proof of conceptModel theft / extraction
Researchers successfully replicated OpenAI's GPT-2 language model prior to its full release using publicly available technical information. The event highlighted risks related to tiered release schedules.
Details
- type
- Attack on AIAn AI model, agent or AI-powered product was the thing exploited, abused or leaked.
- categories
- Model theft / extractionWeights stolen, or model behaviour replicated through extraction or distillation attacks.
- Model theft / extraction
- owasp llm top 10
- mitre atlas
- Both rows are derived from the type and categories (OWASP 2025 edition, ATLAS release 2026.09), not classified per record. How
- severity
- 1 · Research / proof of conceptDemonstrated by researchers; no known real-world exploitation.
- targets
- OpenAI, Open-weight model
- products
- GPT-2
- incident date
- 22 Aug 2019
- first reported
- 23 Oct 2020
- origin
- MITRE ATLASDerived from MITRE ATLAS (Apache 2.0, © MITRE).
- classifier confidence
- 0.90 · published at or above 0.80; see the methodology
- tags
- model-extraction · replication · gpt-2
- record
- created 2026-10-18 06:55Z · updated 2026-10-18 06:55Z · json
Sources · 3
- 2020-10-23GPT-2 Model ReplicationMITRE ATLAS · atlas.mitre.org/studies/AML.CS0007
- 2020-10-23Wired Article, "OpenAI Said Its Code Was Risky. Two Grads Re-Created It Anyway"Wired · wired.com/story/dangerous-ai-open-source
- 2020-10-23Medium BlogPost, "OpenGPT-2: We Replicated GPT-2 Because You Can Too"blog.usejournal.com · blog.usejournal.com/opengpt-2-we-replicated-gpt-2-because-you-can-too-45e34e6d36
Titles and links belong to their publishers. The summary above is written by GCD AI RADAR in its own words; data is CC BY-SA 4.0.
Related incidents
- 2026-03-31Model Distillation Campaigns Target Anthropic Claude3 Exploitedon AIModel theft2 src
- 2020-11-18Model Extraction and Adversarial Attacks on Translation APIs1 Researchon AIModel theftEvasion4 src
- 2026-06-30Google Photos Proprietary AI Model Extraction1 Researchon AIModel theft2 src
- 2025-02-28Live API Keys Discovered in LLM Training Data Archive2 Disclosedon AIData leakSupply chain1 src
- 2023-03-31Researchers replicate machine translation services and transfer adversarial attacks1 Researchon AIModel theftEvasion5 src
- 2023-12-01Underground Market for LLMs Powers Malware and Phishing Scams3 Exploitedby AIAI malwareAI phishing1 src