On PACIFIC fullval, CIGAsk 7B reports the best overall F1, post-clarification F1, and ambiguous-query clarification rate in Table 2; CIGAsk 3B also exceeds all prompting and SFT baselines. Scaling CIGAsk from 3B to 7B raises F1, post-clarification F1, and ambiguous-query recall while also raising the clear-query false-positive rate from 0.179 to 0.260. Prompting and SFT expose negative behaviors: Direct and SFT never clarify, FATA clarifies every input and has low F1, and ReAct clarifies more often on clear than ambiguous inputs.

On PACIFIC fullval, CIGAsk 7B reports the best overall F1, post-clarification F1, and ambiguous-query clarification rate in Table 2; CIGAsk 3B also exceeds all prompting and SFT baselines. Scaling CIGAsk from 3B to 7B raises F1, post-clarification F1, and ambiguous-query recall while also raising the clear-query false-positive rate from 0.179 to 0.260. Prompting and SFT expose negative behaviors: Direct and SFT never clarify, FATA clarifies every input and has low F1, and ReAct clarifies more often on clear than ambiguous inputs. · CiteArk

Measurement results

0/33 assessed

0 supported0 disputed or conflicting33 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
method: Direct · backbone: Qwen2.5-7B	0.312 score (0-1)	—	Not assessed
method: Direct · backbone: Qwen2.5-7B	0 proportion	—	Not assessed
method: Direct · backbone: Qwen2.5-7B	0 proportion	—	Not assessed
method: FATA · backbone: Qwen2.5-7B	0.177 score (0-1)	—	Not assessed
method: FATA · backbone: Qwen2.5-7B	0.177 score (0-1)	—	Not assessed
method: FATA · backbone: Qwen2.5-7B	1 proportion	—	Not assessed
method: FATA · backbone: Qwen2.5-7B	1 proportion	—	Not assessed
method: ReAct · backbone: Qwen2.5-7B	0.481 score (0-1)	—	Not assessed
method: ReAct · backbone: Qwen2.5-7B	0.418 score (0-1)	—	Not assessed
method: ReAct · backbone: Qwen2.5-7B	0.329 proportion	—	Not assessed
method: ReAct · backbone: Qwen2.5-7B	0.41 proportion	—	Not assessed
method: SFT · backbone: Qwen2.5-3B	0.543 score (0-1)	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results