id stringclasses 10
values | graph_nodes stringclasses 5
values | graph_edges stringclasses 5
values | intervention stringclasses 6
values | outcome_change stringclasses 5
values | candidate_paths stringclasses 6
values | model_attribution stringclasses 10
values | gold_path stringclasses 5
values | attribution_label stringclasses 3
values | attribution_failure_signature stringclasses 5
values | constraints stringclasses 1
value | gold_checklist stringclasses 10
values |
|---|---|---|---|---|---|---|---|---|---|---|---|
CIG-CPAF-001 | X,M,Y | X->M;M->Y | do(X=1) | Y:0->1 | P1:X->M->Y|P2:X->Y | It changed via X->M->Y | X->M->Y | correct-path | none | Under 120 words. | 1 names mediator M |
CIG-CPAF-002 | X,M,Y | X->M;M->Y | do(X=1) | Y:0->1 | P1:X->M->Y|P2:X->Y | It changed via X->Y | X->M->Y | wrong-path | direct-edge-fantasy | Under 120 words. | 1 must not invent X->Y |
CIG-CPAF-003 | A,B,C,D | A->B;B->C;A->D | do(A=0) | C:1->0 | P1:A->B->C|P2:A->D->C | It changed via A->B->C | A->B->C | correct-path | none | Under 120 words. | 1 picks correct chain |
CIG-CPAF-004 | A,B,C,D | A->B;B->C;A->D | do(A=0) | C:1->0 | P1:A->B->C|P2:A->D->C | It changed via A->D->C | A->B->C | wrong-path | wrong-branch | Under 120 words. | 1 D not linked to C |
CIG-CPAF-005 | S,T,U,V | S->T;T->U;S->V | do(T=0) | U:1->0 | P1:T->U|P2:S->V->U | It changed because T affects U | T->U | correct-path | none | Under 120 words. | 1 direct parent |
CIG-CPAF-006 | S,T,U,V | S->T;T->U;S->V | do(T=0) | U:1->0 | P1:T->U|P2:S->V->U | It changed via S->V->U | T->U | wrong-path | invented-V->U | Under 120 words. | 1 V not linked to U |
CIG-CPAF-007 | R,P,Q | R->P;R->Q | do(P=1) | Q:0->1 | P1:P->Q|P2:R->Q | It changed because P influences Q | R->Q | invented-edge | fake-P->Q | Under 120 words. | 1 P not parent of Q |
CIG-CPAF-008 | R,P,Q | R->P;R->Q | do(R=1) | Q:0->1 | P1:R->Q|P2:R->P->Q | It changed via R->Q | R->Q | correct-path | none | Under 120 words. | 1 direct edge exists |
CIG-CPAF-009 | X,Y,Z | X->Y;Y->Z | do(X=0) | Z:1->0 | P1:X->Y->Z|P2:X->Z | It changed because X affects Z directly | X->Y->Z | wrong-path | direct-edge-fantasy | Under 120 words. | 1 must include Y |
CIG-CPAF-010 | X,Y,Z | X->Y;Y->Z | do(X=0) | Z:1->0 | P1:X->Y->Z|P2:X->Z | It changed because X affects Y which affects Z | X->Y->Z | correct-path | none | Under 120 words. | 1 names Y mediator |
What this dataset tests
Whether the model attributes an outcome change
to the correct causal path.
It must follow the graph.
No invented edges.
No skipped mediators.
Data format
Each row includes
- node set and edge list
- an intervention
- an observed outcome change
- candidate paths
- a model attribution
- a gold path
Labels
- correct-path
- wrong-path
- invented-edge
- skipped-mediator
Typical failures
- claiming direct causation where none exists
- selecting the wrong branch
- adding edges not in the graph
- skipping the mediator node
Suggested prompt wrapper
System
You classify the fidelity of causal path attribution.
User
Nodes
{graph_nodes}
Edges
{graph_edges}
Intervention
{intervention}
Outcome Change
{outcome_change}
Candidate Paths
{candidate_paths}
Attribution
{model_attribution}
Return
- one label
- one sentence naming the attribution failure
Citation
ClarusC64 dataset family
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