Zilu Tang
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126
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2026
Do Language Models Track Entities Across State Changes?
The paper investigates how language models perform entity tracking across state changes and finds that LMs use a non-incremental, parallel aggregation strategy rather than maintaining a true internal state.
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Papers
cs.CLcs.AIRecentMay 28, 2026
Do Language Models Track Entities Across State Changes?
Zilu Tang, Qiao Zhao, Gabriel Franco, Derry Wijaya +3 more
The paper investigates how language models perform entity tracking across state changes and finds that LMs use a non-incremental, parallel aggregation strategy rather than maintaining a true internal…
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