{"schema_version":"onlylabs.public_signal.v1","title":"Anthropic Writing: Evaluating And Mitigating Discrimination In Language Model Decisions","description":"Anthropic writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/50b5822e-bcba-4e3d-bdd3-f8dfff718920","json_url":"https://onlylabs.fyi/signals/50b5822e-bcba-4e3d-bdd3-f8dfff718920/signal.json","generated_at":"2026-06-11T04:18:45.388103+00:00","org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/anthropic","dossier_json_url":"https://onlylabs.fyi/labs/anthropic/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/50b5822e-bcba-4e3d-bdd3-f8dfff718920","signal_json":"https://onlylabs.fyi/signals/50b5822e-bcba-4e3d-bdd3-f8dfff718920/signal.json","source":"https://www.anthropic.com/research/evaluating-and-mitigating-discrimination-in-language-model-decisions","lab_dossier":"https://onlylabs.fyi/labs/anthropic","lab_dossier_json":"https://onlylabs.fyi/labs/anthropic/dossier.json","analysis":"https://onlylabs.fyi/analysis/anthropic","analysis_json":"https://onlylabs.fyi/analysis/anthropic/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/anthropic/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":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"Anthropic published Evaluating And Mitigating Discrimination In Language Model Decisions. 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Evaluating And Mitigating Discrimination In Language Model Decisions. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Evaluating and Mitigating Discrimination in Language Model Decisions \\ Anthropic Societal Impacts Evaluating and Mitigating Discrimination in Language Model Decisions.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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However, their potential for discrimination in such contexts raises ethical concerns, motivating the need for better methods to evaluate these risks. We present a method for proactively evaluating the potential discriminatory impact of LMs in a wide range of use cases, including hypothetical use cases where they have not yet been deployed. Specifically, we use an LM to generate a wide array of potential prompts that decision-makers may input into an LM, spanning 70 diverse decision scenarios across society, and systematically vary the demographic information in each prompt. Applying this methodology reveals patterns of both positive and negative discrimination in the Claude 2.0 model in select settings when no interventions are applied. While we do not endorse or permit the use of language models to make automated decisions for..."},"evidence_pages":[{"url":"https://www.anthropic.com/research/evaluating-and-mitigating-discrimination-in-language-model-decisions","final_url":"https://www.anthropic.com/research/evaluating-and-mitigating-discrimination-in-language-model-decisions","title":"Evaluating And Mitigating Discrimination In Language Model Decisions","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T04:18:45.388103+00:00","bytes":108783,"raw_path":"5a89de0ea6554ddf66de80bab99ac3668262387c4ccc204ee8317d5298a4e06b.html","content_hash":"af659db7b2bbe2f932c428ae48d9d2598546cd2489e384c8806e0da7d4709373","excerpt_chars":1200,"truncated":true,"excerpt":"Evaluating and Mitigating Discrimination in Language Model Decisions \\ Anthropic Societal Impacts Evaluating and Mitigating Discrimination in Language Model Decisions Dec 7, 2023 Read Paper Abstract As language models (LMs) advance, interest is growing in applying them to high-stakes societal decisions, such as determining financing or housing eligibility. However, their potential for discrimination in such contexts raises ethical concerns, motivating the need for better methods to evaluate these risks. We present a method for proactively evaluating the potential discriminatory impact of LMs in a wide range of use cases, including hypothetical use cases where they have not yet been deployed. Specifically, we use an LM to generate a wide array of potential prompts that decision-makers may input into an LM, spanning 70 diverse decision scenarios across society, and systematically vary the demographic information in each prompt. Applying this methodology reveals patterns of both positive and negative discrimination in the Claude 2.0 model in select settings when no interventions are applied. 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