{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: DALL·E 2 pre-training mitigations","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/bcb932f4-8924-4700-98b3-2cb560b3de10","json_url":"https://onlylabs.fyi/signals/bcb932f4-8924-4700-98b3-2cb560b3de10/signal.json","generated_at":"2026-06-08T15:46:47.757+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/bcb932f4-8924-4700-98b3-2cb560b3de10","signal_json":"https://onlylabs.fyi/signals/bcb932f4-8924-4700-98b3-2cb560b3de10/signal.json","source":"https://openai.com/index/dall-e-2-pre-training-mitigations","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}]}},"answer_pack":{"answer":"OpenAI published DALL·E 2 pre-training mitigations. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: DALL·E 2 pre-training mitigations | OpenAI June 28, 2022 DALL·E 2 pre-training mitigations DALL·E Loading… Share In order to share the magic of DALL·E 2⁠ with a broad.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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and market attention.."},{"subject":"DALL·E 2 pre-training mitigations","predicate":"has source host","object":"openai.com","text":"DALL·E 2 pre-training mitigations has source host openai.com."},{"subject":"DALL·E 2 pre-training mitigations","predicate":"has lab","object":"OpenAI","text":"DALL·E 2 pre-training mitigations has lab OpenAI."},{"subject":"DALL·E 2 pre-training mitigations","predicate":"has signal desk","object":"talking","text":"DALL·E 2 pre-training mitigations has signal desk talking."},{"subject":"DALL·E 2 pre-training mitigations","predicate":"has source host","object":"openai.com","text":"DALL·E 2 pre-training mitigations has source host openai.com."},{"subject":"DALL·E 2 pre-training mitigations","predicate":"has radar lane","object":"Infrastructure","text":"DALL·E 2 pre-training mitigations has radar lane Infrastructure."},{"subject":"DALL·E 2 pre-training mitigations","predicate":"has radar lane","object":"Safety and policy","text":"DALL·E 2 pre-training mitigations has radar lane Safety and policy."},{"subject":"DALL·E 2 pre-training mitigations","predicate":"has matched term","object":"training","text":"DALL·E 2 pre-training mitigations has matched term training."},{"subject":"DALL·E 2 pre-training mitigations","predicate":"has matched term","object":"policy","text":"DALL·E 2 pre-training mitigations has matched term policy."},{"subject":"DALL·E 2 pre-training mitigations","predicate":"has matched term","object":"risk","text":"DALL·E 2 pre-training mitigations has matched term risk."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published DALL·E 2 pre-training mitigations. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: DALL·E 2 pre-training mitigations | OpenAI June 28, 2022 DALL·E 2 pre-training mitigations DALL·E Loading… Share In order to share the magic of DALL·E 2⁠ with a broad.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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To this end, we put various guardrails⁠ in place to prevent generated images from violating our content policy⁠. This post focuses on pre-training mitigations, a subset of these guardrails which directly modify the data that DALL·E 2 learns from. In particular, DALL·E 2 is trained on hundreds of millions of captioned images from the internet, and we remove and reweight some of these images to change what the model learns. This post is organized in three sections, each describing a different pre-training mitigation: - In the first section, we describe how we filtered out violent and sexual images from DALL·E 2’s training dataset. Without this mitigation, the model would learn to produce graphic or explicit images when prompted for them, and might even return such images unintentionally in response to seemingly innocuous prompts. - In the second section, we find that filtering training data can amplify biases, and describe our..."},"evidence_pages":[{"url":"https://openai.com/index/dall-e-2-pre-training-mitigations","final_url":"https://openai.com/index/dall-e-2-pre-training-mitigations","title":"DALL·E 2 pre-training mitigations","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:47.757+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"DALL·E 2 pre-training mitigations | OpenAI June 28, 2022 DALL·E 2 pre-training mitigations DALL·E Loading… Share In order to share the magic of DALL·E 2⁠ with a broad audience, we needed to reduce the risks associated with powerful image generation models. 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