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{ "A": "The primary latency metric improves by 3.1 percentage points. If refund rate rises by more than 2.0 percentage points, do not ship.", "B": "Ship because the primary latency metric improved significantly. The refund rate increase may be seasonal noise." }
pair_controlled_conflict_heavy_000
system_design
{ "case_index": 0, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 1 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary completion metric improves by 4.1 percentage points. If on-call load rises by more than 2.4 percentage points, do not ship.", "B": "Ship because the primary completion metric improved significantly. The on-call load increase may be seasonal noise." }
pair_controlled_conflict_heavy_001
rag_search
{ "case_index": 1, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 2 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary accuracy metric improves by 5.1 percentage points. If complaint volume rises by more than 3.0 percentage points, do not ship.", "B": "Ship because the primary accuracy metric improved significantly. The complaint volume increase may be seasonal noise." }
pair_controlled_conflict_heavy_002
product_decision
{ "case_index": 2, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 3 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary retention metric improves by 6.1 percentage points. If manual review time rises by more than 4.5 percentage points, do not ship.", "B": "Ship because the primary retention metric improved significantly. The manual review time increase may be seasonal noise." }
pair_controlled_conflict_heavy_003
research_review
{ "case_index": 3, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 4 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary coverage metric improves by 3.1 percentage points. If dropout risk rises by more than 5.0 percentage points, do not ship.", "B": "Ship because the primary coverage metric improved significantly. The dropout risk increase may be seasonal noise." }
pair_controlled_conflict_heavy_004
education_planning
{ "case_index": 4, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 5 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary latency metric improves by 4.1 percentage points. If refund rate rises by more than 2.0 percentage points, do not ship.", "B": "Ship because the primary latency metric improved significantly. The refund rate increase may be seasonal noise." }
pair_controlled_conflict_heavy_005
system_design
{ "case_index": 5, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 6 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary completion metric improves by 5.1 percentage points. If on-call load rises by more than 2.4 percentage points, do not ship.", "B": "Ship because the primary completion metric improved significantly. The on-call load increase may be seasonal noise." }
pair_controlled_conflict_heavy_006
rag_search
{ "case_index": 6, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 7 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary accuracy metric improves by 6.1 percentage points. If complaint volume rises by more than 3.0 percentage points, do not ship.", "B": "Ship because the primary accuracy metric improved significantly. The complaint volume increase may be seasonal noise." }
pair_controlled_conflict_heavy_007
product_decision
{ "case_index": 7, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 1 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary retention metric improves by 3.1 percentage points. If manual review time rises by more than 4.5 percentage points, do not ship.", "B": "Ship because the primary retention metric improved significantly. The manual review time increase may be seasonal noise." }
pair_controlled_conflict_heavy_008
research_review
{ "case_index": 8, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 2 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary coverage metric improves by 4.1 percentage points. If dropout risk rises by more than 5.0 percentage points, do not ship.", "B": "Ship because the primary coverage metric improved significantly. The dropout risk increase may be seasonal noise." }
pair_controlled_conflict_heavy_009
education_planning
{ "case_index": 9, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 3 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary latency metric improves by 5.1 percentage points. If refund rate rises by more than 2.0 percentage points, do not ship.", "B": "Ship because the primary latency metric improved significantly. The refund rate increase may be seasonal noise." }
pair_controlled_conflict_heavy_010
system_design
{ "case_index": 10, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 4 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary completion metric improves by 6.1 percentage points. If on-call load rises by more than 2.4 percentage points, do not ship.", "B": "Ship because the primary completion metric improved significantly. The on-call load increase may be seasonal noise." }
pair_controlled_conflict_heavy_011
rag_search
{ "case_index": 11, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 5 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary accuracy metric improves by 3.1 percentage points. If complaint volume rises by more than 3.0 percentage points, do not ship.", "B": "Ship because the primary accuracy metric improved significantly. The complaint volume increase may be seasonal noise." }
pair_controlled_conflict_heavy_012
product_decision
{ "case_index": 12, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 6 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary retention metric improves by 4.1 percentage points. If manual review time rises by more than 4.5 percentage points, do not ship.", "B": "Ship because the primary retention metric improved significantly. The manual review time increase may be seasonal noise." }
pair_controlled_conflict_heavy_013
research_review
{ "case_index": 13, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 7 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary coverage metric improves by 5.1 percentage points. If dropout risk rises by more than 5.0 percentage points, do not ship.", "B": "Ship because the primary coverage metric improved significantly. The dropout risk increase may be seasonal noise." }
pair_controlled_conflict_heavy_014
education_planning
{ "case_index": 14, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 1 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary latency metric improves by 6.1 percentage points. If refund rate rises by more than 2.0 percentage points, do not ship.", "B": "Ship because the primary latency metric improved significantly. The refund rate increase may be seasonal noise." }
pair_controlled_conflict_heavy_015
system_design
{ "case_index": 15, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 2 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary completion metric improves by 3.1 percentage points. If on-call load rises by more than 2.4 percentage points, do not ship.", "B": "Ship because the primary completion metric improved significantly. The on-call load increase may be seasonal noise." }
pair_controlled_conflict_heavy_016
rag_search
{ "case_index": 16, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 3 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary accuracy metric improves by 4.1 percentage points. If complaint volume rises by more than 3.0 percentage points, do not ship.", "B": "Ship because the primary accuracy metric improved significantly. The complaint volume increase may be seasonal noise." }
pair_controlled_conflict_heavy_017
product_decision
{ "case_index": 17, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 4 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary retention metric improves by 5.1 percentage points. If manual review time rises by more than 4.5 percentage points, do not ship.", "B": "Ship because the primary retention metric improved significantly. The manual review time increase may be seasonal noise." }
pair_controlled_conflict_heavy_018
research_review
{ "case_index": 18, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 5 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary coverage metric improves by 6.1 percentage points. If dropout risk rises by more than 5.0 percentage points, do not ship.", "B": "Ship because the primary coverage metric improved significantly. The dropout risk increase may be seasonal noise." }
pair_controlled_conflict_heavy_019
education_planning
{ "case_index": 19, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 6 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary latency metric improves by 3.1 percentage points. If refund rate rises by more than 2.0 percentage points, do not ship.", "B": "Ship because the primary latency metric improved significantly. The refund rate increase may be seasonal noise." }
pair_controlled_conflict_heavy_020
system_design
{ "case_index": 20, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 7 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary completion metric improves by 4.1 percentage points. If on-call load rises by more than 2.4 percentage points, do not ship.", "B": "Ship because the primary completion metric improved significantly. The on-call load increase may be seasonal noise." }
pair_controlled_conflict_heavy_021
rag_search
{ "case_index": 21, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 1 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary accuracy metric improves by 5.1 percentage points. If complaint volume rises by more than 3.0 percentage points, do not ship.", "B": "Ship because the primary accuracy metric improved significantly. The complaint volume increase may be seasonal noise." }
pair_controlled_conflict_heavy_022
product_decision
{ "case_index": 22, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 2 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary retention metric improves by 6.1 percentage points. If manual review time rises by more than 4.5 percentage points, do not ship.", "B": "Ship because the primary retention metric improved significantly. The manual review time increase may be seasonal noise." }
pair_controlled_conflict_heavy_023
research_review
{ "case_index": 23, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 3 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary coverage metric improves by 3.1 percentage points. If dropout risk rises by more than 5.0 percentage points, do not ship.", "B": "Ship because the primary coverage metric improved significantly. The dropout risk increase may be seasonal noise." }
pair_controlled_conflict_heavy_024
education_planning
{ "case_index": 24, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 4 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary latency metric improves by 4.1 percentage points. If refund rate rises by more than 2.0 percentage points, do not ship.", "B": "Ship because the primary latency metric improved significantly. The refund rate increase may be seasonal noise." }
pair_controlled_conflict_heavy_025
system_design
{ "case_index": 25, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 5 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary completion metric improves by 5.1 percentage points. If on-call load rises by more than 2.4 percentage points, do not ship.", "B": "Ship because the primary completion metric improved significantly. The on-call load increase may be seasonal noise." }
pair_controlled_conflict_heavy_026
rag_search
{ "case_index": 26, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 6 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary accuracy metric improves by 6.1 percentage points. If complaint volume rises by more than 3.0 percentage points, do not ship.", "B": "Ship because the primary accuracy metric improved significantly. The complaint volume increase may be seasonal noise." }
pair_controlled_conflict_heavy_027
product_decision
{ "case_index": 27, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 7 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary retention metric improves by 3.1 percentage points. If manual review time rises by more than 4.5 percentage points, do not ship.", "B": "Ship because the primary retention metric improved significantly. The manual review time increase may be seasonal noise." }
pair_controlled_conflict_heavy_028
research_review
{ "case_index": 28, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 1 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary coverage metric improves by 4.1 percentage points. If dropout risk rises by more than 5.0 percentage points, do not ship.", "B": "Ship because the primary coverage metric improved significantly. The dropout risk increase may be seasonal noise." }
pair_controlled_conflict_heavy_029
education_planning
{ "case_index": 29, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 2 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary latency metric improves by 5.1 percentage points. If refund rate rises by more than 2.0 percentage points, do not ship.", "B": "Ship because the primary latency metric improved significantly. The refund rate increase may be seasonal noise." }
pair_controlled_conflict_heavy_030
system_design
{ "case_index": 30, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 3 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary completion metric improves by 6.1 percentage points. If on-call load rises by more than 2.4 percentage points, do not ship.", "B": "Ship because the primary completion metric improved significantly. The on-call load increase may be seasonal noise." }
pair_controlled_conflict_heavy_031
rag_search
{ "case_index": 31, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 4 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary accuracy metric improves by 3.1 percentage points. If complaint volume rises by more than 3.0 percentage points, do not ship.", "B": "Ship because the primary accuracy metric improved significantly. The complaint volume increase may be seasonal noise." }
pair_controlled_conflict_heavy_032
product_decision
{ "case_index": 32, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 5 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary retention metric improves by 4.1 percentage points. If manual review time rises by more than 4.5 percentage points, do not ship.", "B": "Ship because the primary retention metric improved significantly. The manual review time increase may be seasonal noise." }
pair_controlled_conflict_heavy_033
research_review
{ "case_index": 33, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 6 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary coverage metric improves by 5.1 percentage points. If dropout risk rises by more than 5.0 percentage points, do not ship.", "B": "Ship because the primary coverage metric improved significantly. The dropout risk increase may be seasonal noise." }
pair_controlled_conflict_heavy_034
education_planning
{ "case_index": 34, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 7 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary latency metric improves by 6.1 percentage points. If refund rate rises by more than 2.0 percentage points, do not ship.", "B": "Ship because the primary latency metric improved significantly. The refund rate increase may be seasonal noise." }
pair_controlled_conflict_heavy_035
system_design
{ "case_index": 35, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 1 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary completion metric improves by 3.1 percentage points. If on-call load rises by more than 2.4 percentage points, do not ship.", "B": "Ship because the primary completion metric improved significantly. The on-call load increase may be seasonal noise." }
pair_controlled_conflict_heavy_036
rag_search
{ "case_index": 36, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 2 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary accuracy metric improves by 4.1 percentage points. If complaint volume rises by more than 3.0 percentage points, do not ship.", "B": "Ship because the primary accuracy metric improved significantly. The complaint volume increase may be seasonal noise." }
pair_controlled_conflict_heavy_037
product_decision
{ "case_index": 37, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 3 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary retention metric improves by 5.1 percentage points. If manual review time rises by more than 4.5 percentage points, do not ship.", "B": "Ship because the primary retention metric improved significantly. The manual review time increase may be seasonal noise." }
pair_controlled_conflict_heavy_038
research_review
{ "case_index": 38, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 4 next week?
controlled
conflict_heavy
pairwise
{ "A": "The primary coverage metric improves by 6.1 percentage points. If dropout risk rises by more than 5.0 percentage points, do not ship.", "B": "Ship because the primary coverage metric improved significantly. The dropout risk increase may be seasonal noise." }
pair_controlled_conflict_heavy_039
education_planning
{ "case_index": 39, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 5 next week?
controlled
conflict_heavy
pairwise
{ "A": "Source A reports the latency gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_000
system_design
{ "case_index": 40, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 6 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the completion gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_001
rag_search
{ "case_index": 41, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 7 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the accuracy gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_002
product_decision
{ "case_index": 42, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 1 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the retention gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_003
research_review
{ "case_index": 43, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 2 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the coverage gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_004
education_planning
{ "case_index": 44, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 3 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the latency gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_005
system_design
{ "case_index": 45, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 4 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the completion gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_006
rag_search
{ "case_index": 46, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 5 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the accuracy gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_007
product_decision
{ "case_index": 47, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 6 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the retention gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_008
research_review
{ "case_index": 48, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 7 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the coverage gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_009
education_planning
{ "case_index": 49, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 1 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the latency gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_010
system_design
{ "case_index": 50, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 2 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the completion gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_011
rag_search
{ "case_index": 51, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 3 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the accuracy gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_012
product_decision
{ "case_index": 52, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 4 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the retention gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_013
research_review
{ "case_index": 53, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 5 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the coverage gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_014
education_planning
{ "case_index": 54, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 6 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the latency gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_015
system_design
{ "case_index": 55, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 7 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the completion gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_016
rag_search
{ "case_index": 56, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 1 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the accuracy gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_017
product_decision
{ "case_index": 57, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 2 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the retention gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_018
research_review
{ "case_index": 58, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 3 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the coverage gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_019
education_planning
{ "case_index": 59, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 4 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the latency gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_020
system_design
{ "case_index": 60, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 5 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the completion gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_021
rag_search
{ "case_index": 61, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 6 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the accuracy gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_022
product_decision
{ "case_index": 62, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 7 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the retention gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_023
research_review
{ "case_index": 63, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 1 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the coverage gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_024
education_planning
{ "case_index": 64, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 2 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the latency gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_025
system_design
{ "case_index": 65, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 3 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the completion gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_026
rag_search
{ "case_index": 66, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 4 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the accuracy gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_027
product_decision
{ "case_index": 67, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 5 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the retention gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_028
research_review
{ "case_index": 68, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 6 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the coverage gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_029
education_planning
{ "case_index": 69, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 7 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the latency gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_030
system_design
{ "case_index": 70, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 1 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the completion gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_031
rag_search
{ "case_index": 71, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 2 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the accuracy gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_032
product_decision
{ "case_index": 72, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 3 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the retention gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_033
research_review
{ "case_index": 73, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 4 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the coverage gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_034
education_planning
{ "case_index": 74, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 5 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the latency gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_035
system_design
{ "case_index": 75, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 6 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the completion gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_036
rag_search
{ "case_index": 76, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 7 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the accuracy gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_037
product_decision
{ "case_index": 77, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 1 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the retention gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_038
research_review
{ "case_index": 78, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 2 next week?
controlled
provenance_heavy
pairwise
{ "A": "Source A reports the coverage gain on enterprise users. A also notes that small-team usage was not measured.", "B": "Source B reports stable support tickets in the pilot. B recommends rollout only for enterprise users." }
pair_controlled_provenance_heavy_039
education_planning
{ "case_index": 79, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 3 next week?
controlled
provenance_heavy
pairwise
{ "A": "The pilot improves latency for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_000
system_design
{ "case_index": 80, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 4 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves completion for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_001
rag_search
{ "case_index": 81, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 5 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves accuracy for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_002
product_decision
{ "case_index": 82, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 6 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves retention for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_003
research_review
{ "case_index": 83, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 7 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves coverage for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_004
education_planning
{ "case_index": 84, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 1 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves latency for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_005
system_design
{ "case_index": 85, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 2 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves completion for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_006
rag_search
{ "case_index": 86, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 3 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves accuracy for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_007
product_decision
{ "case_index": 87, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 4 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves retention for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_008
research_review
{ "case_index": 88, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 5 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves coverage for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_009
education_planning
{ "case_index": 89, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 6 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves latency for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_010
system_design
{ "case_index": 90, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 7 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves completion for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_011
rag_search
{ "case_index": 91, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 1 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves accuracy for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_012
product_decision
{ "case_index": 92, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 2 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves retention for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_013
research_review
{ "case_index": 93, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 3 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves coverage for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_014
education_planning
{ "case_index": 94, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 4 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves latency for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_015
system_design
{ "case_index": 95, "source_type": "controlled_stratified" }
Should the team ship the API gateway migration batch 5 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves completion for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_016
rag_search
{ "case_index": 96, "source_type": "controlled_stratified" }
Should the team ship the support-search redesign batch 6 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves accuracy for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_017
product_decision
{ "case_index": 97, "source_type": "controlled_stratified" }
Should the team ship the checkout redesign batch 7 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves retention for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_018
research_review
{ "case_index": 98, "source_type": "controlled_stratified" }
Should the team ship the literature-review assistant batch 1 next week?
controlled
caveat_heavy
pairwise
{ "A": "The pilot improves coverage for the target cohort. The result depends on keeping the rollback path enabled.", "B": "The new design reduces manual work. The rollback path caused no severe failures during the pilot." }
pair_controlled_caveat_heavy_019
education_planning
{ "case_index": 99, "source_type": "controlled_stratified" }
Should the team ship the adaptive homework rollout batch 2 next week?
controlled
caveat_heavy
pairwise
End of preview. Expand in Data Studio

A2R Benchmark

A2R Benchmark evaluates source-resolution distortion (SRD) in systems that arbitrate among multiple candidate answers. It measures whether task-relevant source units, local relations, provenance assignments, conflicts, and caveat attachments remain recoverable after arbitration.

Data

Configuration Content Rows
main_pairwise Pairwise arbitration cases 520
k3_extension Three-candidate arbitration cases 200
query_contrast Query-conditioned relation groups 150
gold_structures Source-side Gold for pairwise and three-candidate cases 720
main_metric_items SRD evaluation items for the main set 2,860
k3_metric_items SRD evaluation items for the three-candidate set 1,500
query_contrast_gold Query-conditioned relation labels 300

Each arbitration case contains a query, candidate answers, domain, stratum, split, and case ID. Gold structures contain query-relevant source units, relations, conflicts, caveats, expected provenance, unsupported traps, and a reference resolution.

The public query_contrast configuration does not contain relation labels; these are stored separately in query_contrast_gold.

Metrics

The benchmark uses conflict erasure rate (CER), false conflict rate (FCR), unsupported addition rate (UAR), provenance harmonic score (Prov-H), caveat preservation rate (CPR), and relation fidelity (RF*).

License

CC BY 4.0. See LICENSE.

Citation

Please cite:

@inproceedings{zhang2026a2r,
  title     = {Measuring Source-Resolution Distortion in LLM Output Arbitration: A Source-Bounded Evaluation Framework},
  author    = {Zhang, Jinning and Wang, Yeqiang and Zhang, Yulong and Su, Xuanbo},
  booktitle = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing},
  year      = {2026}
}
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