Projects

SEAM

Measuring how much typed user speech gets absorbed into edited artifacts at unmarked within-turn seams.

#HumanCenteredAI#LLMEditing

Overview

When a user pastes a document and types an instruction in the same turn, the boundary between the two is unmarked. A model that misreads it edits the instruction into the artifact, or treats part of the artifact as a command.

Benchmark

SEAM measures how often that absorption happens and how far it spreads. The walkthrough and the model leaderboard are on the demo page.

Write-ups

LLMs Absorb Text Typed After a Paste Why models edit a typed afterthought into a pasted document, and why explicit markers work where blank lines do not.