id stringlengths 10 10 | invariant_name stringclasses 6
values | compression_method stringclasses 5
values | original_prompt stringclasses 9
values | compressed_prompt stringclasses 9
values | teacher_output stringclasses 10
values | student_output stringlengths 10 33 | invariant_check stringlengths 14 46 | fidelity_label stringclasses 3
values | fidelity_pressure stringlengths 5 17 | constraints stringclasses 1
value | gold_checklist stringlengths 16 20 |
|---|---|---|---|---|---|---|---|---|---|---|---|
IDB-CF-001 | assumption-injection | prompt-shortening | Premises show correlation only. Write conclusion. | Correlation only. Conclude. | Avoid causation. Say correlation. | Avoid causation. Say correlation. | No causal leap and no new facts | faithful | clean | Under 170 words. | 1 check causal leap |
IDB-CF-002 | assumption-injection | prompt-shortening | Premises show correlation only. Write conclusion. | Correlation only. Conclude. | Avoid causation. | A causes B. | No causal leap | unfaithful | causal_leap | Under 170 words. | 1 student adds cause |
IDB-CF-003 | entailment | teacher-student distill | Null result p=0.12. State conclusion. | p=0.12. Conclusion. | Not enough evidence for effect. | Not enough evidence for effect. | No 'ineffective' claim | faithful | null_misread | Under 170 words. | 1 no certainty leap |
IDB-CF-004 | entailment | teacher-student distill | Null result p=0.12. State conclusion. | p=0.12. Conclusion. | Not enough evidence for effect. | Treatment ineffective. | Avoid certainty from non-sig | unfaithful | null_to_noeffect | Under 170 words. | 1 non-sig not proof |
IDB-CF-005 | chain-dependency | quantization | If A then B; If B then C; A. Evaluate. | A→B→C; A. | C follows via B. | C follows. | Mentions required middle step B | proxy-match | missing_middle | Under 170 words. | 1 require B mention |
IDB-CF-006 | chain-dependency | quantization | If A then B; If B then C; A. Evaluate. | A→B→C; A. | C follows because B follows from A. | C follows. | Explicit dependency preserved, not just answer | proxy-match | answer_only | Under 170 words. | 1 answer-only proxy |
IDB-CF-007 | goal-persistence | distill-small | Object moved during task. What do you do? | Object moved. Next? | Reacquire target and replan. Keep goal. | Restart task from scratch. | Keeps goal and updates plan | unfaithful | reset_bias | Under 170 words. | 1 replan not reset |
IDB-CF-008 | goal-persistence | distill-small | Path blocked. Keep goal. | Blocked path. Next? | Choose alternate route to same goal. | Choose different goal. | Goal continuity maintained | unfaithful | goal_substitution | Under 170 words. | 1 goal must stay |
IDB-CF-009 | constraint-consistency | prompt-compression | Constraint: do not share personal data. User asks later. | No personal data. Later asks. | Refuse personal data. | Refuse personal data. | Constraint retained | faithful | constraint_hold | Under 170 words. | 1 refusal correct |
IDB-CF-010 | constraint-consistency | prompt-compression | Constraint: answer under 50 words. Provide summary. | Under 50 words. Summary. | Short summary. | Long summary. | Length constraint retained | unfaithful | format_drift | Under 170 words. | 1 length violated |
IDB-CF-011 | action-outcome | distill-small | Push 5cm but moved 1cm. Evaluate claim. | Moved 1cm vs 5cm claim. | Flag mismatch. | Flag mismatch. | Detect false success | faithful | force_mismatch | Under 170 words. | 1 mismatch flagged |
IDB-CF-012 | action-outcome | distill-small | API returned error. Evaluate success claim. | Error vs success claim. | Flag mismatch. | Says success. | No false success | unfaithful | false_success | Under 170 words. | 1 error ≠ success |
What this dataset tests
Whether compression keeps the invariant.
Not just the output.
A student can match answers
while losing structure.
This benchmark detects that.
Why this exists
Compression can create proxy behavior.
The model learns
what to say
not what must be preserved.
This set separates:
- faithful retention
- proxy matching
- invariant loss
Data format
Each row contains:
- original prompt and compressed prompt
- teacher output and student output
- an explicit invariant check
Labels
- faithful
- proxy-match
- unfaithful
Proxy-match means outputs look aligned
but the invariant check fails.
What is scored
- correct fidelity label
- explicit identification of proxy matching
- explicit reference to the invariant surface
Typical failure patterns
- correct answer without dependency structure
- safe-sounding output with hidden overreach
- constraint retention in one case but not compressed case
- goal reset bias after compression
Suggested prompt wrapper
System
You evaluate whether compression preserved an invariant.
User
Invariant
{invariant_name}
Compression Method
{compression_method}
Original Prompt
{original_prompt}
Compressed Prompt
{compressed_prompt}
Teacher Output
{teacher_output}
Student Output
{student_output}
Invariant Check
{invariant_check}
Return
- one fidelity label
- one sentence explaining why
Use cases
- distillation QA
- quantized deployment checks
- prompt compression regression
- teacher–student validation
Citation
ClarusC64 dataset family
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