Neuro-Symbolic AI. Mathematical Ontologies. Reasoning, Verification & Trust. Expanding Computational Capabilities, Pattern Generation & Predictive Models.

Princeton, NJ
Joined June 2012
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Replying to @rzrgrv
Good question. My side is pinned: each entry quotes the artifact at a recorded commit. The evals belong to the publishers. Where a repo keeps a changelog, each patch adds an entry there, so a www gold answer is on the record. Where none exists, you're right. Scores should name the commit they ran against…
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Replying to @syfert
you found the fools gold!
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I have filed 16 corrections to legal AI benchmarks, skills and templates published by Harvey, LegalQuants, Anthropic, General Legal, Thomson Reuters and Crosby Legal, and started a public register to track them. github.com/1331labs/legal-ai… View article
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Replying to @jsarihan
interesting approach
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Replying to @Sony91121271
sounds about right
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Good evals writeup from Crosby. The gap: nothing in the pipeline stands for what a clause does (who owes what to whom, which conditions, which defined terms). Without that object, 55% attorney disagreement reads as subjectivity. Most of it is wording and hygiene a diff resolves... @aveekdg
Designing evals for contract review is one of the most complex technical problems I’ve encountered. Ten great lawyers will redline the same contract ten different ways. How do you tell an agent what good looks like? We've cracked some big parts of the puzzle and are finally ready to share.
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Replying to @deanwball
like a really good math equation that derives answers about reality and does not depend on heuristics
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Replying to @araseb_
trust infrastructure
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Harvey's grader work is the most interesting legal AI publication of the month, and not for the reason it was written. That and the other Legal AI bets made this month by Legora, Latham, and Morgan & Morgan. Check it out.
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Replying to @nikogrupen @harvey
will check it out
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Replying to @andrewarruda
rent to own 🤪
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Replying to @hamandcheese
there is a way this should be done
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Replying to @christophersaum
“trust infrastructure”
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Replying to @chadwahl
Ontologies are super cool
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Replying to @alighodsi
interesting
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