Dominik Stammbach

Why they matter

Researcher with public evidence across NLP & language, AI research.

AI signals
6
past 30d
Sources
5
distinct domains
Discussões
1
past 30d
Latest signal
13d ago
View every signal from Dominik Stammbach →
Postdoc @ Princeton University, Natural Language Processing

Articles & links

For further reading, we point to - CITP Blogpost tinyurl.com/4zy89376 - NJOPD press release tinyurl.com/ycxyr5vt - In-depth research blogpost: tinyurl.com/389n2mwe - Cheong et al., 2026 arxiv.org/abs/2510.22933 - Stammbach et al., 2026 arxiv.org/abs/2601.14348 (10/12)

How Can AI Augment Access to Justice? Public Defenders' Perspectives on AI Adoption arxiv.org
AI Weekly's analysis
  • The paper reports on semi-structured interviews with 17 public defense professionals across the United States about where AI could support their work.
  • Evidence investigation, such as reviewing large volumes of digital records, was identified as the area with the greatest potential for AI support.
  • AI adoption is constrained by costs, restrictive office norms, confidentiality risks, and unsatisfactory tool quality, according to the interviewees.
Read full analysis →
View on Bluesky · ♥ 1 ↻ 0 ↩ 1 · 2 from the directory shared this · 20d ago

For further reading, we point to - CITP Blogpost tinyurl.com/4zy89376 - NJOPD press release tinyurl.com/ycxyr5vt - In-depth research blogpost: tinyurl.com/389n2mwe - Cheong et al., 2026 arxiv.org/abs/2510.22933 - Stammbach et al., 2026 arxiv.org/abs/2601.14348 (10/12)

Legal Retrieval for Public Defenders arxiv.org
AI Weekly's analysis
  • A team partnered with the New Jersey Office of the Public Defender to build NJ BriefBank, a tool that surfaces relevant appellate briefs.
  • The paper reports that existing retrieval benchmarks fail to transfer to real public defense research.
  • Adding domain knowledge such as query expansion with legal reasoning, domain-specific data, and curated synthetic examples improved retrieval quality.
Read full analysis →
View on Bluesky · ♥ 1 ↻ 0 ↩ 1 · 2 from the directory shared this · 20d ago

For further reading, we point to - CITP Blogpost tinyurl.com/4zy89376 - NJOPD press release tinyurl.com/ycxyr5vt - In-depth research blogpost: tinyurl.com/389n2mwe - Cheong et al., 2026 arxiv.org/abs/2510.22933 - Stammbach et al., 2026 arxiv.org/abs/2601.14348 (10/12)

POLARIS Lab polarislab.org
View on Bluesky · ♥ 1 ↻ 0 ↩ 1 · 20d ago

Really exciting work led by Patty Liu on LLM-generated hallucinated legal citations! We also put out a more technical draft describing a dataset and methods for benchmarking legal citation verification princeton-polaris-lab.github.io/legal-halluc...

princeton-polaris-lab.github.io
View on Bluesky · ♥ 1 ↻ 0 ↩ 0 · 61d ago

Recent commentary

How can AI support public defense? We have worked on this question for the last two years, and have (1) built an AI retrieval tool for the NJ Office of the Public Defender and (2) conducted qualitative interviews with defenders. Our main insights 👇(1/12)

View on Bluesky · ♥ 3 ↻ 1 ↩ 1 · 20d ago

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