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Datasets:
davidburhans
/
gevva-multimodal-decisions

Tasks:
Zero-Shot Classification
Visual Question Answering
Text Classification
Modalities:
Image
Text
Formats:
parquet
Languages:
English
Size:
1K - 10K
Tags:
nli
cross-encoder
multimodal
multi-image
counterfactual
decision-engine
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
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id
stringlengths
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17
premise
stringclasses
1 value
hypothesis
stringclasses
194 values
label
class label
3 classes
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stringclasses
5 values
images
images listlengths
2
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int32
2
2
metadata
stringlengths
114
178
pair_00125_contra
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Marketing budget remained unchanged.
0contradiction
cross_chart_trend
2
{"category": "Marketing", "period1_val": 47, "period2_val": 22, "direction": "decreased", "delta": -25, "aspect_ratio": "a4_document_portrait"}
pair_00815_entail
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Marketing budget increased by 14 units.
1entailment
cross_chart_trend
2
{"category": "Marketing", "period1_val": 86, "period2_val": 100, "direction": "increased", "delta": 14, "aspect_ratio": "widescreen_banner"}
pair_00137_contra
Compare Image 1 and Image 2.
Image 1 and Image 2 show identical line item quantities and total billing amounts.
0contradiction
table_invoice_diff
2
{"item": "Egress Bandwidth", "delta_qty": -2, "status1": "PENDING REVIEW", "status2": "PAID", "total1": 3690, "total2": 3640, "aspect_ratio": "document_3_4"}
pair_00963_neut
Compare Image 1 and Image 2.
The site reliability engineering team will deploy a canary kernel update at midnight.
2neutral
dashboard_metric_alert
2
{"cpu1": 54, "cpu2": 84, "status1": "HEALTHY", "status2": "DEGRADED", "delta_cpu": 30, "aspect_ratio": "document_3_4"}
pair_00939_contra
Compare Image 1 and Image 2.
In Image 2, Automated AGV-1 is still located in Zone 1 (Dock).
0contradiction
spatial_map_movement
2
{"asset": "Automated AGV-1", "from_bay": "Zone 1 (Dock)", "to_bay": "Zone 3 (Packaging)", "aspect_ratio": "1080p_fhd_landscape"}
pair_00223_entail
Compare Image 1 and Image 2.
Between Timestamp T1 and Timestamp T2, CPU Utilization increased by 20% and health is CRITICAL.
1entailment
dashboard_metric_alert
2
{"cpu1": 65, "cpu2": 85, "status1": "HEALTHY", "status2": "CRITICAL", "delta_cpu": 20, "aspect_ratio": "presentation_4_3"}
pair_00880_neut
Compare Image 1 and Image 2.
Operations will receive another budget increase next quarter.
2neutral
cross_chart_trend
2
{"category": "Operations", "period1_val": 76, "period2_val": 51, "direction": "decreased", "delta": -25, "aspect_ratio": "mobile_fhd_portrait"}
pair_00899_contra
Compare Image 1 and Image 2.
In Image 2, Robotic Sorter B is still located in Zone 2 (Storage).
0contradiction
spatial_map_movement
2
{"asset": "Robotic Sorter B", "from_bay": "Zone 2 (Storage)", "to_bay": "Zone 4 (Dispatch)", "aspect_ratio": "a4_document_portrait"}
pair_00661_entail
Compare Image 1 and Image 2.
In Image 2, the email address input field was corrected and marked verified.
1entailment
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "document_3_4"}
pair_00125_entail
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Marketing budget decreased by 25 units.
1entailment
cross_chart_trend
2
{"category": "Marketing", "period1_val": 47, "period2_val": 22, "direction": "decreased", "delta": -25, "aspect_ratio": "a4_document_portrait"}
pair_00593_contra
Compare Image 1 and Image 2.
Image 2 indicates that CPU Utilization dropped below 5% with zero active workloads.
0contradiction
dashboard_metric_alert
2
{"cpu1": 47, "cpu2": 67, "status1": "HEALTHY", "status2": "HEALTHY", "delta_cpu": 20, "aspect_ratio": "document_3_4"}
pair_00776_neut
Compare Image 1 and Image 2.
The user entered their email address using an external password manager.
2neutral
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "1k_square"}
pair_00785_neut
Compare Image 1 and Image 2.
Operations will receive another budget increase next quarter.
2neutral
cross_chart_trend
2
{"category": "Operations", "period1_val": 44, "period2_val": 19, "direction": "decreased", "delta": -25, "aspect_ratio": "1k_square"}
pair_00047_entail
Compare Image 1 and Image 2.
In Image 2, the quantity for KMS Keys increased by 10 units and invoice status is APPROVED.
1entailment
table_invoice_diff
2
{"item": "KMS Keys", "delta_qty": 10, "status1": "PENDING REVIEW", "status2": "APPROVED", "total1": 1475, "total2": 1975, "aspect_ratio": "compact_square"}
pair_00906_entail
Compare Image 1 and Image 2.
In Image 2, the email address input field was corrected and marked verified.
1entailment
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "compact_square"}
pair_00839_entail
Compare Image 1 and Image 2.
Between Image 1 and Image 2, Pallet Jack 4 relocated from Zone 2 (Storage) to Zone 3 (Packaging).
1entailment
spatial_map_movement
2
{"asset": "Pallet Jack 4", "from_bay": "Zone 2 (Storage)", "to_bay": "Zone 3 (Packaging)", "aspect_ratio": "document_3_4"}
pair_00241_neut
Compare Image 1 and Image 2.
The user entered their email address using an external password manager.
2neutral
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "1k_square"}
pair_00944_entail
Compare Image 1 and Image 2.
Between Image 1 and Image 2, Forklift Alpha relocated from Zone 3 (Packaging) to Zone 2 (Storage).
1entailment
spatial_map_movement
2
{"asset": "Forklift Alpha", "from_bay": "Zone 3 (Packaging)", "to_bay": "Zone 2 (Storage)", "aspect_ratio": "widescreen_banner"}
pair_00850_neut
Compare Image 1 and Image 2.
Sales will receive another budget increase next quarter.
2neutral
cross_chart_trend
2
{"category": "Sales", "period1_val": 68, "period2_val": 43, "direction": "decreased", "delta": -25, "aspect_ratio": "compact_square"}
pair_00843_neut
Compare Image 1 and Image 2.
The site reliability engineering team will deploy a canary kernel update at midnight.
2neutral
dashboard_metric_alert
2
{"cpu1": 60, "cpu2": 90, "status1": "HEALTHY", "status2": "CRITICAL", "delta_cpu": 30, "aspect_ratio": "compact_square"}
pair_00844_entail
Compare Image 1 and Image 2.
Between Image 1 and Image 2, Robotic Sorter B relocated from Zone 4 (Dispatch) to Zone 1 (Dock).
1entailment
spatial_map_movement
2
{"asset": "Robotic Sorter B", "from_bay": "Zone 4 (Dispatch)", "to_bay": "Zone 1 (Dock)", "aspect_ratio": "presentation_4_3"}
pair_00116_contra
Compare Image 1 and Image 2.
Image 2 still displays an invalid email error alert.
0contradiction
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "1k_square"}
pair_00448_contra
Compare Image 1 and Image 2.
Image 2 indicates that CPU Utilization dropped below 5% with zero active workloads.
0contradiction
dashboard_metric_alert
2
{"cpu1": 62, "cpu2": 42, "status1": "HEALTHY", "status2": "HEALTHY", "delta_cpu": -20, "aspect_ratio": "compact_square"}
pair_00521_entail
Compare Image 1 and Image 2.
In Image 2, the email address input field was corrected and marked verified.
1entailment
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "presentation_4_3"}
pair_00430_neut
Compare Image 1 and Image 2.
Product will receive another budget increase next quarter.
2neutral
cross_chart_trend
2
{"category": "Product", "period1_val": 92, "period2_val": 67, "direction": "decreased", "delta": -25, "aspect_ratio": "1k_square"}
pair_00157_contra
Compare Image 1 and Image 2.
Image 1 and Image 2 show identical line item quantities and total billing amounts.
0contradiction
table_invoice_diff
2
{"item": "NAT Gateway", "delta_qty": -2, "status1": "PENDING REVIEW", "status2": "FLAGGED FOR AUDIT", "total1": 2290, "total2": 2210, "aspect_ratio": "mobile_fhd_portrait"}
pair_00862_contra
Compare Image 1 and Image 2.
Image 1 and Image 2 show identical line item quantities and total billing amounts.
0contradiction
table_invoice_diff
2
{"item": "Object Storage", "delta_qty": 5, "status1": "PENDING REVIEW", "status2": "PAID", "total1": 3600, "total2": 3675, "aspect_ratio": "compact_square"}
pair_00353_contra
Compare Image 1 and Image 2.
Image 2 indicates that CPU Utilization dropped below 5% with zero active workloads.
0contradiction
dashboard_metric_alert
2
{"cpu1": 34, "cpu2": 14, "status1": "HEALTHY", "status2": "HEALTHY", "delta_cpu": -20, "aspect_ratio": "1k_square"}
pair_00538_neut
Compare Image 1 and Image 2.
The site reliability engineering team will deploy a canary kernel update at midnight.
2neutral
dashboard_metric_alert
2
{"cpu1": 31, "cpu2": 61, "status1": "HEALTHY", "status2": "HEALTHY", "delta_cpu": 30, "aspect_ratio": "compact_square"}
pair_00780_entail
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Marketing budget increased by 20 units.
1entailment
cross_chart_trend
2
{"category": "Marketing", "period1_val": 22, "period2_val": 42, "direction": "increased", "delta": 20, "aspect_ratio": "compact_square"}
pair_00131_entail
Compare Image 1 and Image 2.
In Image 2, the email address input field was corrected and marked verified.
1entailment
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "compact_square"}
pair_00748_contra
Compare Image 1 and Image 2.
Image 2 indicates that CPU Utilization dropped below 5% with zero active workloads.
0contradiction
dashboard_metric_alert
2
{"cpu1": 46, "cpu2": 76, "status1": "HEALTHY", "status2": "DEGRADED", "delta_cpu": 30, "aspect_ratio": "1k_square"}
pair_00903_entail
Compare Image 1 and Image 2.
Between Timestamp T1 and Timestamp T2, CPU Utilization increased by 30% and health is DEGRADED.
1entailment
dashboard_metric_alert
2
{"cpu1": 44, "cpu2": 74, "status1": "HEALTHY", "status2": "DEGRADED", "delta_cpu": 30, "aspect_ratio": "presentation_4_3"}
pair_00761_entail
Compare Image 1 and Image 2.
In Image 2, the email address input field was corrected and marked verified.
1entailment
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "widescreen_banner"}
pair_00883_contra
Compare Image 1 and Image 2.
Image 2 indicates that CPU Utilization dropped below 5% with zero active workloads.
0contradiction
dashboard_metric_alert
2
{"cpu1": 30, "cpu2": 60, "status1": "HEALTHY", "status2": "HEALTHY", "delta_cpu": 30, "aspect_ratio": "widescreen_banner"}
pair_00065_entail
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Marketing budget increased by 20 units.
1entailment
cross_chart_trend
2
{"category": "Marketing", "period1_val": 53, "period2_val": 73, "direction": "increased", "delta": 20, "aspect_ratio": "a4_document_portrait"}
pair_00344_entail
Compare Image 1 and Image 2.
Between Image 1 and Image 2, Robotic Sorter B relocated from Zone 4 (Dispatch) to Zone 2 (Storage).
1entailment
spatial_map_movement
2
{"asset": "Robotic Sorter B", "from_bay": "Zone 4 (Dispatch)", "to_bay": "Zone 2 (Storage)", "aspect_ratio": "a4_document_portrait"}
pair_00423_entail
Compare Image 1 and Image 2.
Between Timestamp T1 and Timestamp T2, CPU Utilization decreased by 20% and health is HEALTHY.
1entailment
dashboard_metric_alert
2
{"cpu1": 63, "cpu2": 43, "status1": "HEALTHY", "status2": "HEALTHY", "delta_cpu": -20, "aspect_ratio": "1080p_fhd_landscape"}
pair_00108_contra
Compare Image 1 and Image 2.
Image 2 indicates that CPU Utilization dropped below 5% with zero active workloads.
0contradiction
dashboard_metric_alert
2
{"cpu1": 44, "cpu2": 64, "status1": "HEALTHY", "status2": "HEALTHY", "delta_cpu": 20, "aspect_ratio": "1k_square"}
pair_00423_neut
Compare Image 1 and Image 2.
The site reliability engineering team will deploy a canary kernel update at midnight.
2neutral
dashboard_metric_alert
2
{"cpu1": 63, "cpu2": 43, "status1": "HEALTHY", "status2": "HEALTHY", "delta_cpu": -20, "aspect_ratio": "1080p_fhd_landscape"}
pair_00804_entail
Compare Image 1 and Image 2.
Between Image 1 and Image 2, Automated AGV-1 relocated from Zone 1 (Dock) to Zone 2 (Storage).
1entailment
spatial_map_movement
2
{"asset": "Automated AGV-1", "from_bay": "Zone 1 (Dock)", "to_bay": "Zone 2 (Storage)", "aspect_ratio": "a4_document_portrait"}
pair_00086_neut
Compare Image 1 and Image 2.
The user entered their email address using an external password manager.
2neutral
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "720p_hd_landscape"}
pair_00172_contra
Compare Image 1 and Image 2.
Image 1 and Image 2 show identical line item quantities and total billing amounts.
0contradiction
table_invoice_diff
2
{"item": "Compute VM", "delta_qty": 5, "status1": "PENDING REVIEW", "status2": "FLAGGED FOR AUDIT", "total1": 2325, "total2": 2925, "aspect_ratio": "mobile_fhd_portrait"}
pair_00754_neut
Compare Image 1 and Image 2.
Forklift Alpha was manufactured by a logistics contractor in Germany.
2neutral
spatial_map_movement
2
{"asset": "Forklift Alpha", "from_bay": "Zone 4 (Dispatch)", "to_bay": "Zone 2 (Storage)", "aspect_ratio": "mobile_fhd_portrait"}
pair_00907_neut
Compare Image 1 and Image 2.
The invoice will be paid via corporate credit card before the next billing cycle.
2neutral
table_invoice_diff
2
{"item": "Object Storage", "delta_qty": 10, "status1": "PENDING REVIEW", "status2": "PAID", "total1": 4000, "total2": 4150, "aspect_ratio": "1k_square"}
pair_00974_neut
Compare Image 1 and Image 2.
Automated AGV-1 was manufactured by a logistics contractor in Germany.
2neutral
spatial_map_movement
2
{"asset": "Automated AGV-1", "from_bay": "Zone 1 (Dock)", "to_bay": "Zone 3 (Packaging)", "aspect_ratio": "document_3_4"}
pair_00406_neut
Compare Image 1 and Image 2.
The user entered their email address using an external password manager.
2neutral
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "1080p_fhd_landscape"}
pair_00370_entail
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Marketing budget increased by 35 units.
1entailment
cross_chart_trend
2
{"category": "Marketing", "period1_val": 36, "period2_val": 71, "direction": "increased", "delta": 35, "aspect_ratio": "compact_square"}
pair_00877_contra
Compare Image 1 and Image 2.
Image 1 and Image 2 show identical line item quantities and total billing amounts.
0contradiction
table_invoice_diff
2
{"item": "NAT Gateway", "delta_qty": -4, "status1": "PENDING REVIEW", "status2": "FLAGGED FOR AUDIT", "total1": 2930, "total2": 2770, "aspect_ratio": "presentation_4_3"}
pair_00035_contra
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Product budget remained unchanged.
0contradiction
cross_chart_trend
2
{"category": "Product", "period1_val": 95, "period2_val": 80, "direction": "decreased", "delta": -15, "aspect_ratio": "720p_hd_landscape"}
pair_00346_contra
Compare Image 1 and Image 2.
Image 2 still displays an invalid email error alert.
0contradiction
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "a4_document_portrait"}
pair_00885_entail
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Engineering budget increased by 7 units.
1entailment
cross_chart_trend
2
{"category": "Engineering", "period1_val": 93, "period2_val": 100, "direction": "increased", "delta": 7, "aspect_ratio": "1080p_fhd_landscape"}
pair_00355_neut
Compare Image 1 and Image 2.
Operations will receive another budget increase next quarter.
2neutral
cross_chart_trend
2
{"category": "Operations", "period1_val": 67, "period2_val": 42, "direction": "decreased", "delta": -25, "aspect_ratio": "1080p_fhd_landscape"}
pair_00247_entail
Compare Image 1 and Image 2.
In Image 2, the quantity for Compute VM increased by 10 units and invoice status is PAID.
1entailment
table_invoice_diff
2
{"item": "Compute VM", "delta_qty": 10, "status1": "PENDING REVIEW", "status2": "PAID", "total1": 1785, "total2": 2985, "aspect_ratio": "720p_hd_landscape"}
pair_00215_neut
Compare Image 1 and Image 2.
Marketing will receive another budget increase next quarter.
2neutral
cross_chart_trend
2
{"category": "Marketing", "period1_val": 26, "period2_val": 46, "direction": "increased", "delta": 20, "aspect_ratio": "1080p_fhd_landscape"}
pair_00412_entail
Compare Image 1 and Image 2.
In Image 2, the quantity for Egress Bandwidth increased by 10 units and invoice status is FLAGGED FOR AUDIT.
1entailment
table_invoice_diff
2
{"item": "Egress Bandwidth", "delta_qty": 10, "status1": "PENDING REVIEW", "status2": "FLAGGED FOR AUDIT", "total1": 2060, "total2": 2310, "aspect_ratio": "document_3_4"}
pair_00374_neut
Compare Image 1 and Image 2.
Automated AGV-1 was manufactured by a logistics contractor in Germany.
2neutral
spatial_map_movement
2
{"asset": "Automated AGV-1", "from_bay": "Zone 3 (Packaging)", "to_bay": "Zone 1 (Dock)", "aspect_ratio": "mobile_fhd_portrait"}
pair_00744_entail
Compare Image 1 and Image 2.
Between Image 1 and Image 2, Automated AGV-1 relocated from Zone 3 (Packaging) to Zone 4 (Dispatch).
1entailment
spatial_map_movement
2
{"asset": "Automated AGV-1", "from_bay": "Zone 3 (Packaging)", "to_bay": "Zone 4 (Dispatch)", "aspect_ratio": "document_3_4"}
pair_00678_neut
Compare Image 1 and Image 2.
The site reliability engineering team will deploy a canary kernel update at midnight.
2neutral
dashboard_metric_alert
2
{"cpu1": 52, "cpu2": 82, "status1": "HEALTHY", "status2": "DEGRADED", "delta_cpu": 30, "aspect_ratio": "compact_square"}
pair_00387_contra
Compare Image 1 and Image 2.
Image 1 and Image 2 show identical line item quantities and total billing amounts.
0contradiction
table_invoice_diff
2
{"item": "Compute VM", "delta_qty": -4, "status1": "PENDING REVIEW", "status2": "PAID", "total1": 1840, "total2": 1360, "aspect_ratio": "document_3_4"}
pair_00105_neut
Compare Image 1 and Image 2.
Marketing will receive another budget increase next quarter.
2neutral
cross_chart_trend
2
{"category": "Marketing", "period1_val": 55, "period2_val": 75, "direction": "increased", "delta": 20, "aspect_ratio": "mobile_fhd_portrait"}
pair_00778_neut
Compare Image 1 and Image 2.
The site reliability engineering team will deploy a canary kernel update at midnight.
2neutral
dashboard_metric_alert
2
{"cpu1": 32, "cpu2": 62, "status1": "HEALTHY", "status2": "HEALTHY", "delta_cpu": 30, "aspect_ratio": "1080p_fhd_landscape"}
pair_00834_entail
Compare Image 1 and Image 2.
Between Image 1 and Image 2, Pallet Jack 4 relocated from Zone 4 (Dispatch) to Zone 1 (Dock).
1entailment
spatial_map_movement
2
{"asset": "Pallet Jack 4", "from_bay": "Zone 4 (Dispatch)", "to_bay": "Zone 1 (Dock)", "aspect_ratio": "document_3_4"}
pair_00405_neut
Compare Image 1 and Image 2.
Operations will receive another budget increase next quarter.
2neutral
cross_chart_trend
2
{"category": "Operations", "period1_val": 62, "period2_val": 82, "direction": "increased", "delta": 20, "aspect_ratio": "mobile_fhd_portrait"}
pair_00104_neut
Compare Image 1 and Image 2.
Pallet Jack 4 was manufactured by a logistics contractor in Germany.
2neutral
spatial_map_movement
2
{"asset": "Pallet Jack 4", "from_bay": "Zone 4 (Dispatch)", "to_bay": "Zone 2 (Storage)", "aspect_ratio": "document_3_4"}
pair_00910_neut
Compare Image 1 and Image 2.
Operations will receive another budget increase next quarter.
2neutral
cross_chart_trend
2
{"category": "Operations", "period1_val": 66, "period2_val": 100, "direction": "increased", "delta": 34, "aspect_ratio": "720p_hd_landscape"}
pair_00192_entail
Compare Image 1 and Image 2.
In Image 2, the quantity for NAT Gateway increased by 10 units and invoice status is PAID.
1entailment
table_invoice_diff
2
{"item": "NAT Gateway", "delta_qty": 10, "status1": "PENDING REVIEW", "status2": "PAID", "total1": 4220, "total2": 4620, "aspect_ratio": "document_3_4"}
pair_00705_contra
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Operations budget remained unchanged.
0contradiction
cross_chart_trend
2
{"category": "Operations", "period1_val": 63, "period2_val": 48, "direction": "decreased", "delta": -15, "aspect_ratio": "widescreen_banner"}
pair_00665_entail
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Engineering budget decreased by 15 units.
1entailment
cross_chart_trend
2
{"category": "Engineering", "period1_val": 94, "period2_val": 79, "direction": "decreased", "delta": -15, "aspect_ratio": "a4_document_portrait"}
pair_00492_contra
Compare Image 1 and Image 2.
Image 1 and Image 2 show identical line item quantities and total billing amounts.
0contradiction
table_invoice_diff
2
{"item": "NAT Gateway", "delta_qty": -2, "status1": "PENDING REVIEW", "status2": "APPROVED", "total1": 3780, "total2": 3700, "aspect_ratio": "1k_square"}
pair_00881_entail
Compare Image 1 and Image 2.
In Image 2, the email address input field was corrected and marked verified.
1entailment
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "document_3_4"}
pair_00170_contra
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Engineering budget remained unchanged.
0contradiction
cross_chart_trend
2
{"category": "Engineering", "period1_val": 89, "period2_val": 100, "direction": "increased", "delta": 11, "aspect_ratio": "compact_square"}
pair_00957_contra
Compare Image 1 and Image 2.
Image 1 and Image 2 show identical line item quantities and total billing amounts.
0contradiction
table_invoice_diff
2
{"item": "Egress Bandwidth", "delta_qty": 5, "status1": "PENDING REVIEW", "status2": "PAID", "total1": 3250, "total2": 3375, "aspect_ratio": "720p_hd_landscape"}
pair_00182_neut
Compare Image 1 and Image 2.
The invoice will be paid via corporate credit card before the next billing cycle.
2neutral
table_invoice_diff
2
{"item": "Egress Bandwidth", "delta_qty": 10, "status1": "PENDING REVIEW", "status2": "FLAGGED FOR AUDIT", "total1": 1920, "total2": 2170, "aspect_ratio": "document_3_4"}
pair_00222_neut
Compare Image 1 and Image 2.
The invoice will be paid via corporate credit card before the next billing cycle.
2neutral
table_invoice_diff
2
{"item": "Object Storage", "delta_qty": -2, "status1": "PENDING REVIEW", "status2": "FLAGGED FOR AUDIT", "total1": 2585, "total2": 2555, "aspect_ratio": "document_3_4"}
pair_00850_contra
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Sales budget remained unchanged.
0contradiction
cross_chart_trend
2
{"category": "Sales", "period1_val": 68, "period2_val": 43, "direction": "decreased", "delta": -25, "aspect_ratio": "compact_square"}
pair_00822_neut
Compare Image 1 and Image 2.
The invoice will be paid via corporate credit card before the next billing cycle.
2neutral
table_invoice_diff
2
{"item": "Egress Bandwidth", "delta_qty": -3, "status1": "PENDING REVIEW", "status2": "PAID", "total1": 4230, "total2": 4155, "aspect_ratio": "document_3_4"}
pair_00033_contra
Compare Image 1 and Image 2.
Image 2 indicates that CPU Utilization dropped below 5% with zero active workloads.
0contradiction
dashboard_metric_alert
2
{"cpu1": 55, "cpu2": 85, "status1": "HEALTHY", "status2": "CRITICAL", "delta_cpu": 30, "aspect_ratio": "mobile_fhd_portrait"}
pair_00951_neut
Compare Image 1 and Image 2.
The user entered their email address using an external password manager.
2neutral
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "1080p_fhd_landscape"}
pair_00012_contra
Compare Image 1 and Image 2.
Image 1 and Image 2 show identical line item quantities and total billing amounts.
0contradiction
table_invoice_diff
2
{"item": "NAT Gateway", "delta_qty": -2, "status1": "PENDING REVIEW", "status2": "FLAGGED FOR AUDIT", "total1": 2615, "total2": 2535, "aspect_ratio": "1k_square"}
pair_00277_entail
Compare Image 1 and Image 2.
In Image 2, the quantity for KMS Keys decreased by 2 units and invoice status is FLAGGED FOR AUDIT.
1entailment
table_invoice_diff
2
{"item": "KMS Keys", "delta_qty": -2, "status1": "PENDING REVIEW", "status2": "FLAGGED FOR AUDIT", "total1": 1460, "total2": 1360, "aspect_ratio": "a4_document_portrait"}
pair_00194_neut
Compare Image 1 and Image 2.
Forklift Alpha was manufactured by a logistics contractor in Germany.
2neutral
spatial_map_movement
2
{"asset": "Forklift Alpha", "from_bay": "Zone 2 (Storage)", "to_bay": "Zone 3 (Packaging)", "aspect_ratio": "720p_hd_landscape"}
pair_00884_neut
Compare Image 1 and Image 2.
Pallet Jack 4 was manufactured by a logistics contractor in Germany.
2neutral
spatial_map_movement
2
{"asset": "Pallet Jack 4", "from_bay": "Zone 1 (Dock)", "to_bay": "Zone 2 (Storage)", "aspect_ratio": "compact_square"}
pair_00394_contra
Compare Image 1 and Image 2.
In Image 2, Robotic Sorter B is still located in Zone 1 (Dock).
0contradiction
spatial_map_movement
2
{"asset": "Robotic Sorter B", "from_bay": "Zone 1 (Dock)", "to_bay": "Zone 2 (Storage)", "aspect_ratio": "document_3_4"}
pair_00952_entail
Compare Image 1 and Image 2.
In Image 2, the quantity for Egress Bandwidth decreased by 1 units and invoice status is APPROVED.
1entailment
table_invoice_diff
2
{"item": "Egress Bandwidth", "delta_qty": -1, "status1": "PENDING REVIEW", "status2": "APPROVED", "total1": 3450, "total2": 3425, "aspect_ratio": "1k_square"}
pair_00026_entail
Compare Image 1 and Image 2.
In Image 2, the email address input field was corrected and marked verified.
1entailment
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "mobile_fhd_portrait"}
pair_00712_entail
Compare Image 1 and Image 2.
In Image 2, the quantity for KMS Keys decreased by 4 units and invoice status is PAID.
1entailment
table_invoice_diff
2
{"item": "KMS Keys", "delta_qty": -4, "status1": "PENDING REVIEW", "status2": "PAID", "total1": 2935, "total2": 2735, "aspect_ratio": "compact_square"}
pair_00700_contra
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Operations budget remained unchanged.
0contradiction
cross_chart_trend
2
{"category": "Operations", "period1_val": 20, "period2_val": 55, "direction": "increased", "delta": 35, "aspect_ratio": "a4_document_portrait"}
pair_00820_contra
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Marketing budget remained unchanged.
0contradiction
cross_chart_trend
2
{"category": "Marketing", "period1_val": 48, "period2_val": 23, "direction": "decreased", "delta": -25, "aspect_ratio": "1080p_fhd_landscape"}
pair_00629_entail
Compare Image 1 and Image 2.
Between Image 1 and Image 2, Robotic Sorter B relocated from Zone 2 (Storage) to Zone 3 (Packaging).
1entailment
spatial_map_movement
2
{"asset": "Robotic Sorter B", "from_bay": "Zone 2 (Storage)", "to_bay": "Zone 3 (Packaging)", "aspect_ratio": "compact_square"}
pair_00949_neut
Compare Image 1 and Image 2.
Automated AGV-1 was manufactured by a logistics contractor in Germany.
2neutral
spatial_map_movement
2
{"asset": "Automated AGV-1", "from_bay": "Zone 1 (Dock)", "to_bay": "Zone 3 (Packaging)", "aspect_ratio": "presentation_4_3"}
pair_00743_entail
Compare Image 1 and Image 2.
Between Timestamp T1 and Timestamp T2, CPU Utilization decreased by 20% and health is HEALTHY.
1entailment
dashboard_metric_alert
2
{"cpu1": 45, "cpu2": 25, "status1": "HEALTHY", "status2": "HEALTHY", "delta_cpu": -20, "aspect_ratio": "1080p_fhd_landscape"}
pair_00965_entail
Compare Image 1 and Image 2.
Between Period 1 and Period 2, Engineering budget increased by 5 units.
1entailment
cross_chart_trend
2
{"category": "Engineering", "period1_val": 95, "period2_val": 100, "direction": "increased", "delta": 5, "aspect_ratio": "document_3_4"}
pair_00611_contra
Compare Image 1 and Image 2.
Image 2 still displays an invalid email error alert.
0contradiction
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "widescreen_banner"}
pair_00555_neut
Compare Image 1 and Image 2.
Product will receive another budget increase next quarter.
2neutral
cross_chart_trend
2
{"category": "Product", "period1_val": 42, "period2_val": 27, "direction": "decreased", "delta": -15, "aspect_ratio": "widescreen_banner"}
pair_00901_contra
Compare Image 1 and Image 2.
Image 2 still displays an invalid email error alert.
0contradiction
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "presentation_4_3"}
pair_00981_neut
Compare Image 1 and Image 2.
The user entered their email address using an external password manager.
2neutral
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "a4_document_portrait"}
pair_00854_neut
Compare Image 1 and Image 2.
Automated AGV-1 was manufactured by a logistics contractor in Germany.
2neutral
spatial_map_movement
2
{"asset": "Automated AGV-1", "from_bay": "Zone 2 (Storage)", "to_bay": "Zone 1 (Dock)", "aspect_ratio": "1k_square"}
pair_00076_contra
Compare Image 1 and Image 2.
Image 2 still displays an invalid email error alert.
0contradiction
ui_state_transition
2
{"action": "email_correction", "from": "invalid-email-address", "to": "admin@enterprise.corp", "aspect_ratio": "1k_square"}
pair_00258_neut
Compare Image 1 and Image 2.
The site reliability engineering team will deploy a canary kernel update at midnight.
2neutral
dashboard_metric_alert
2
{"cpu1": 65, "cpu2": 85, "status1": "HEALTHY", "status2": "CRITICAL", "delta_cpu": 20, "aspect_ratio": "compact_square"}
End of preview. Expand in Data Studio

davidburhans/gevva-multimodal-decisions

This dataset contains high-quality, verified multimodal and multi-image decision pairs designed for training and benchmarking non-autoregressive System 1 Decision Engines and NLI Cross-Encoders (such as Gevva).

Key Features

  • Multi-Image Support: Contains paired and sequence images (e.g. Image 1 vs Image 2 Before/After states, cross-chart comparisons, UI workflows).
  • Exact Ground-Truth Logic: Every sample includes calibrated claims categorized into 3 standard states:
    • contradiction (0)
    • entailment (1)
    • neutral (2)
  • Hard Adversarial Distractors: Near-miss counterfactuals where a single visual dependency is mutated, preventing superficial keyword matching.
  • Committee-Verified: Cleaned and validated through multi-judge consensus with zero label ambiguity.

Dataset Structure

  • Train Samples: 2,400
  • Validation Samples: 600

Task Families Included

  • cross_chart_trend
  • dashboard_metric_alert
  • spatial_map_movement
  • table_invoice_diff
  • ui_state_transition

Schema

Field Type Description
id string Unique sample identifier
premise string Contextual text premise referencing the images
hypothesis string The claim evaluated against visual & textual evidence
label ClassLabel 0: contradiction, 1: entailment, 2: neutral
task_family string Category of visual decision task
images Sequence(Image) List of PIL images embedded in the Parquet dataset
num_images int32 Number of images associated with this sample
metadata string JSON-encoded provenance metadata

Usage with Hugging Face datasets 

from datasets import load_dataset

dataset = load_dataset("davidburhans/gevva-multimodal-decisions")
print(dataset["train"][0])

Citation & Attribution

If you use this dataset in your research or applications, please cite:

@misc{gevva2026multimodal,
  author = {David Burhans and Contributors},
  title = {Gevva Multimodal Decision & Multi-Image NLI Dataset},
  year = {2026},
  publisher = {Hugging Face},
  journal = {Hugging Face Hub},
  howpublished = {\url{https://huggingface.co/datasets/davidburhans/gevva-multimodal-decisions}}
}
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