The paper reports that detection-based defenses exhibit an extreme false-positive/false-negative trade-off on long-context inputs, with some methods flagging benign inputs and others missing attacks.

The paper reports that detection-based defenses exhibit an extreme false-positive/false-negative trade-off on long-context inputs, with some methods flagging benign inputs and others missing attacks. · CiteArk

Measurement results

0/1 assessed

0 supported0 disputed or conflicting1 not assessed

The complete result group stays with its claim. Assessed rows come first; their judgments do not replace the whole-claim conclusion. Expand a row for conditions, sources, and evidence history.

Each row is a measurement with its reported value, latest available observation, and cumulative evidence state.
Metric and conditions	Reported	Latest observation	Evidence judgment
task: paper review · dataset: synthetic LongPIBench · detector: DataSentinel · repetitions: 1	0.43 fraction	—	Not assessed

The paper reports that detection-based defenses exhibit an extreme false-positive/false-negative trade-off on long-context inputs, with some methods flagging benign inputs and others missing attacks.

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results