Dataset · Time series forecasting
urban-event-chains
by Bibek Gupta bibekgupta3333/urban-event-chains
Data and results for Multi-Agent Prompting with In-Context Feedback for Cross-Modal Urban Event Chain Prediction (Sensors, MDPI).
Rows3,288
Configurations1
Size20.6 GB
Licenseother
AccessPublicly accessible
Monthly Downloads—
Dataset Card
Data and results for Multi-Agent Prompting with In-Context Feedback for Cross-Modal Urban Event Chain Prediction (Sensors, MDPI). Code: github.com/bibekgupta3333/urban-event-chain-prediction-multi-agent-prompting The nine -bedrock- run directories are the model grid the paper reports: 5 configurations (singleagent, multiagent, noisysingle, multifeedback, multinofeedback) × expert prompt level × 3 cities, 85 test chains per configuration. Bedrock exposes no seed, so these runs are not byte-reproducible. - Traffic data are municipal traffic-speed feeds (probe-derived segment estimates, daily) — Chicago Traffic Tracker (sxs8-h27x), NYC Real-Time Traffic Speed (i4gi-tjb9), SF via DataSF. They…
Excerpt from the card by Bibek Gupta, licensed other.
Structure
default 3,288 rows
| Split | Rows | Size |
|---|---|---|
| train | 2,628 | 36.8 KB |
| validation | 330 | 4.6 KB |
| test | 330 | 4.6 KB |
datestring
Details
- Repository
- bibekgupta3333/urban-event-chains
- Publisher
- Bibek Gupta
- Task category
- Time series forecasting
- Tags
- urban-computing, smart-cities, llm-agents
- Size category
- 1M<n<10M
- Languages
- llm-agents
- Revision
- 92ebad7ab6d4b641e4f0c4218ca507f814366817
- Last updated
- 2026-10-04
Files
417 files, 20.6 GB in total.
Data399 files · 20.6 GB
Documentation1 file · 2.6 KB
Other16 files · 20.9 MB
Repository1 file · 4.1 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| chains/chicago_chains.jsonl | Data | 103.7 KB | — |
| chains/nyc_chains.jsonl | Data | 101.1 KB | — |
| chains/sf_chains.jsonl | Data | 103.4 KB | — |
| chicago/chicago_311_ground_truth.csv | Data | 1.8 GB | 51451925a19a |
| chicago/chicago_311_ground_truth_2022_2026.csv | Data | 1.5 GB | 6ce7cbefaaeb |
| chicago/chicago_crashes_daily.csv | Data | 23.1 KB | — |
| chicago/chicago_crashes_daily_2022_2026.csv | Data | 23.1 KB | — |
| chicago/chicago_crashes_ground_truth.csv | Data | 41.4 KB | — |
| chicago/chicago_crashes_ground_truth_2022_2026.csv | Data | 41.4 KB | — |
| chicago/chicago_crimes_ground_truth.csv | Data | 240.3 MB | 9a2ecba1e996 |
| chicago/chicago_crimes_ground_truth_2022_2026.csv | Data | 241.2 MB | f23b810a659b |
| chicago/chicago_daily_aligned.csv | Data | 218.0 KB | — |
| chicago/chicago_daily_aligned_2022_2026.csv | Data | 182.5 KB | — |
| chicago/chicago_dot_permits_ground_truth.csv | Data | 267.2 MB | 16ef517f96e5 |
| chicago/chicago_dot_permits_ground_truth_2022_2026.csv | Data | 241.9 MB | 998e05f1eff0 |
| chicago/chicago_events_ground_truth.csv | Data | 4.7 MB | — |
| chicago/chicago_events_ground_truth_2022_2026.csv | Data | 4.7 MB | — |
| chicago/chicago_street_closures_ground_truth.csv | Data | 67.6 MB | 7652aa3cfcd3 |
| chicago/chicago_street_closures_ground_truth_2022_2026.csv | Data | 66.9 MB | a0b371730915 |
| chicago/chicago_traffic_daily_4g9f-3jbs.csv | Data | 8.6 KB | — |
| chicago/chicago_traffic_daily_4g9f-3jbs_2022_2026.csv | Data | 8.6 KB | — |
| chicago/chicago_traffic_daily_sxs8-h27x.csv | Data | 26.0 KB | — |
| chicago/chicago_traffic_daily_sxs8-h27x_2022_2026.csv | Data | 26.0 KB | — |
| chicago/chicago_traffic_ground_truth.csv | Data | 34.5 KB | — |
| chicago/chicago_traffic_ground_truth_2022_2026.csv | Data | 34.5 KB | — |
| chicago/chicago_traffic_volume_daily.csv | Data | 23.0 KB | — |
| chicago/chicago_weather_2024_daily.csv | Data | 48.8 KB | — |
| chicago/chicago_weather_2024_daily_2022_2026.csv | Data | 48.8 KB | — |
| chicago/chicago_weather_event_days.csv | Data | 6.8 KB | — |
| chicago/chicago_weather_event_days_2022_2026.csv | Data | 6.8 KB | — |
| nyc/nyc_311_ground_truth.csv | Data | 6.2 GB | 3808cccc4bf5 |
| nyc/nyc_311_ground_truth_2022_2026.csv | Data | 6.2 GB | 685eea2f425d |
| nyc/nyc_daily_aligned.csv | Data | 144.4 KB | — |
| nyc/nyc_daily_aligned_2022_2026.csv | Data | 132.4 KB | — |
| nyc/nyc_film_permits_events.csv | Data | 6.6 MB | — |
| nyc/nyc_traffic_daily.csv | Data | 23.9 KB | — |
| nyc/nyc_traffic_ground_truth.csv | Data | 26.7 KB | — |
| nyc/nyc_traffic_ground_truth_2022_2026.csv | Data | 22.0 MB | dab7b3901ead |
| nyc/nyc_traffic_speed_daily.csv | Data | 12.1 KB | — |
| nyc/nyc_weather_2024_daily.csv | Data | 48.7 KB | — |
| nyc/nyc_weather_2024_daily_2022_2026.csv | Data | 48.7 KB | — |
| nyc/nyc_weather_event_days.csv | Data | 6.3 KB | — |
| nyc/nyc_weather_event_days_2022_2026.csv | Data | 6.3 KB | — |
| nyc/nypd_collisions_ground_truth.csv | Data | 115.8 MB | c29eff96b738 |
| nyc/nypd_collisions_ground_truth_2022_2026.csv | Data | 115.8 MB | c29eff96b738 |
| rag/chicago_documents.jsonl | Data | 544.0 KB | — |
| rag/nyc_documents.jsonl | Data | 524.3 KB | — |
| rag/sf_documents.jsonl | Data | 564.9 KB | — |
| results/baseline/baseline_chicago_historical_average.jsonl | Data | 118.4 KB | — |
| results/baseline/baseline_chicago_logistic_regression.jsonl | Data | 40.3 KB | — |
| results/baseline/baseline_chicago_lstm.jsonl | Data | 117.9 KB | — |
| results/baseline/baseline_chicago_majority_class.jsonl | Data | 39.6 KB | — |
| results/baseline/baseline_chicago_random.jsonl | Data | 47.5 KB | — |
| results/baseline/baseline_chicago_random_forest.jsonl | Data | 42.7 KB | — |
| results/baseline/baseline_chicago_xgboost.jsonl | Data | 43.7 KB | — |
| results/baseline/baseline_metrics_summary.json | Data | 23.5 KB | — |
| results/baseline/baseline_metrics_summary.txt | Data | 6.2 KB | — |
| results/baseline/baseline_nyc_historical_average.jsonl | Data | 48.0 KB | — |
| results/baseline/baseline_nyc_logistic_regression.jsonl | Data | 19.4 KB | — |
| results/baseline/baseline_nyc_lstm.jsonl | Data | 47.7 KB | — |
| results/baseline/baseline_nyc_majority_class.jsonl | Data | 19.1 KB | — |
| results/baseline/baseline_nyc_random.jsonl | Data | 21.8 KB | — |
| results/baseline/baseline_nyc_random_forest.jsonl | Data | 19.4 KB | — |
| results/baseline/baseline_nyc_xgboost.jsonl | Data | 20.1 KB | — |
| results/baseline/baseline_sf_historical_average.jsonl | Data | 92.0 KB | — |
| results/baseline/baseline_sf_logistic_regression.jsonl | Data | 41.5 KB | — |
| results/baseline/baseline_sf_lstm.jsonl | Data | 40.4 KB | — |
| results/baseline/baseline_sf_majority_class.jsonl | Data | 37.9 KB | — |
| results/baseline/baseline_sf_random.jsonl | Data | 43.5 KB | — |
| results/baseline/baseline_sf_random_forest.jsonl | Data | 43.9 KB | — |
| results/baseline/baseline_sf_xgboost.jsonl | Data | 43.2 KB | — |
| results/baseline/baseline_summary_chicago.json | Data | 3.9 KB | — |
| results/baseline/baseline_summary_nyc.json | Data | 3.2 KB | — |
| results/baseline/baseline_summary_sf.json | Data | 2.7 KB | — |
| results/chain_raw_validation.txt | Data | 10.7 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/chicago/multi_agent/expert.jsonl | Data | 227.0 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/chicago/multi_agent/expert.meta.json | Data | 817 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/chicago/multi_feedback/expert.jsonl | Data | 370.4 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/chicago/multi_feedback/expert.meta.json | Data | 820 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/chicago/multi_no_feedback/expert.jsonl | Data | 220.1 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/chicago/multi_no_feedback/expert.meta.json | Data | 823 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/chicago/noisy_single/expert.jsonl | Data | 154.1 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/chicago/noisy_single/expert.meta.json | Data | 818 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/chicago/single_agent/expert.jsonl | Data | 134.1 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/chicago/single_agent/expert.meta.json | Data | 818 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/index.json | Data | 16.3 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/nyc/multi_agent/expert.jsonl | Data | 110.8 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/nyc/multi_agent/expert.meta.json | Data | 813 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/nyc/multi_feedback/expert.jsonl | Data | 174.1 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/nyc/multi_feedback/expert.meta.json | Data | 816 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/nyc/multi_no_feedback/expert.jsonl | Data | 112.9 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/nyc/multi_no_feedback/expert.meta.json | Data | 819 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/nyc/noisy_single/expert.jsonl | Data | 73.2 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/nyc/noisy_single/expert.meta.json | Data | 814 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/nyc/single_agent/expert.jsonl | Data | 67.2 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/nyc/single_agent/expert.meta.json | Data | 814 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/sf/multi_agent/expert.jsonl | Data | 194.3 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/sf/multi_agent/expert.meta.json | Data | 812 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/sf/multi_feedback/expert.jsonl | Data | 315.8 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/sf/multi_feedback/expert.meta.json | Data | 815 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/sf/multi_no_feedback/expert.jsonl | Data | 196.9 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/sf/multi_no_feedback/expert.meta.json | Data | 818 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/sf/noisy_single/expert.jsonl | Data | 130.7 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/sf/noisy_single/expert.meta.json | Data | 813 B | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/sf/single_agent/expert.jsonl | Data | 120.3 KB | — |
| results/devstral-2-123b-bedrock-20260827T153127_temprature_0/sf/single_agent/expert.meta.json | Data | 813 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/chicago/multi_agent/expert.jsonl | Data | 371.0 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/chicago/multi_agent/expert.meta.json | Data | 819 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/chicago/multi_feedback/expert.jsonl | Data | 601.7 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/chicago/multi_feedback/expert.meta.json | Data | 822 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/chicago/multi_no_feedback/expert.jsonl | Data | 359.1 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/chicago/multi_no_feedback/expert.meta.json | Data | 825 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/chicago/noisy_single/expert.jsonl | Data | 246.2 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/chicago/noisy_single/expert.meta.json | Data | 820 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/chicago/single_agent/expert.jsonl | Data | 223.1 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/chicago/single_agent/expert.meta.json | Data | 820 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/index.json | Data | 15.5 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/nyc/multi_agent/expert.jsonl | Data | 166.6 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/nyc/multi_agent/expert.meta.json | Data | 815 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/nyc/multi_feedback/expert.jsonl | Data | 273.4 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/nyc/multi_feedback/expert.meta.json | Data | 818 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/nyc/multi_no_feedback/expert.jsonl | Data | 157.4 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/nyc/multi_no_feedback/expert.meta.json | Data | 821 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/nyc/noisy_single/expert.jsonl | Data | 106.2 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/nyc/noisy_single/expert.meta.json | Data | 816 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/nyc/single_agent/expert.jsonl | Data | 114.3 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/nyc/single_agent/expert.meta.json | Data | 816 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/sf/multi_agent/expert.jsonl | Data | 292.8 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/sf/multi_agent/expert.meta.json | Data | 814 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/sf/multi_feedback/expert.jsonl | Data | 491.6 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/sf/multi_feedback/expert.meta.json | Data | 817 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/sf/multi_no_feedback/expert.jsonl | Data | 297.3 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/sf/multi_no_feedback/expert.meta.json | Data | 820 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/sf/noisy_single/expert.jsonl | Data | 211.1 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/sf/noisy_single/expert.meta.json | Data | 815 B | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/sf/single_agent/expert.jsonl | Data | 203.1 KB | — |
| results/google.gemma-3-27b-it-bedrock-20260826T225620_temprature_0/sf/single_agent/expert.meta.json | Data | 815 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/chicago/multi_agent/expert.jsonl | Data | 144.8 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/chicago/multi_agent/expert.meta.json | Data | 834 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/chicago/multi_feedback/expert.jsonl | Data | 229.1 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/chicago/multi_feedback/expert.meta.json | Data | 837 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/chicago/multi_no_feedback/expert.jsonl | Data | 145.7 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/chicago/multi_no_feedback/expert.meta.json | Data | 840 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/chicago/noisy_single/expert.jsonl | Data | 133.3 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/chicago/noisy_single/expert.meta.json | Data | 835 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/chicago/single_agent/expert.jsonl | Data | 136.1 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/chicago/single_agent/expert.meta.json | Data | 835 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/index.json | Data | 16.3 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/nyc/multi_agent/expert.jsonl | Data | 68.1 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/nyc/multi_agent/expert.meta.json | Data | 830 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/nyc/multi_feedback/expert.jsonl | Data | 108.4 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/nyc/multi_feedback/expert.meta.json | Data | 833 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/nyc/multi_no_feedback/expert.jsonl | Data | 68.5 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/nyc/multi_no_feedback/expert.meta.json | Data | 836 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/nyc/noisy_single/expert.jsonl | Data | 61.0 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/nyc/noisy_single/expert.meta.json | Data | 831 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/nyc/single_agent/expert.jsonl | Data | 65.2 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/nyc/single_agent/expert.meta.json | Data | 831 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/sf/multi_agent/expert.jsonl | Data | 132.2 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/sf/multi_agent/expert.meta.json | Data | 829 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/sf/multi_feedback/expert.jsonl | Data | 204.9 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/sf/multi_feedback/expert.meta.json | Data | 832 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/sf/multi_no_feedback/expert.jsonl | Data | 138.4 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/sf/multi_no_feedback/expert.meta.json | Data | 835 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/sf/noisy_single/expert.jsonl | Data | 116.5 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/sf/noisy_single/expert.meta.json | Data | 830 B | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/sf/single_agent/expert.jsonl | Data | 116.3 KB | — |
| results/nvidia.nemotron-nano-3-30b-bedrock-20260829T222931_temprature_0/sf/single_agent/expert.meta.json | Data | 830 B | — |
| results/nvidia.nemotron-super-3-120b-bedrock-20260827T143949_temprature-0/chicago/multi_agent/expert.jsonl | Data | 272.5 KB | — |
| results/nvidia.nemotron-super-3-120b-bedrock-20260827T143949_temprature-0/chicago/multi_agent/expert.meta.json | Data | 840 B | — |
| results/nvidia.nemotron-super-3-120b-bedrock-20260827T143949_temprature-0/chicago/multi_feedback/expert.jsonl | Data | 475.0 KB | — |
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| results/qwen3-235b-a22b-2507-v1-0-bedrock-20260827T120512_temprature_0/nyc/multi_no_feedback/expert.meta.json | Data | 843 B | — |
| results/qwen3-235b-a22b-2507-v1-0-bedrock-20260827T120512_temprature_0/nyc/noisy_single/expert.jsonl | Data | 79.4 KB | — |
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| results/qwen3-32b-v1-0-bedrock-20260826T222957_temprature_0/chicago/multi_agent/expert.jsonl | Data | 263.8 KB | — |
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| results/qwen3-32b-v1-0-bedrock-20260826T222957_temprature_0/index.json | Data | 16.1 KB | — |
| results/qwen3-32b-v1-0-bedrock-20260826T222957_temprature_0/nyc/multi_agent/expert.jsonl | Data | 131.7 KB | — |
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| results/qwen3-32b-v1-0-bedrock-20260826T222957_temprature_0/nyc/noisy_single/expert.jsonl | Data | 81.6 KB | — |
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| results/qwen3-32b-v1-0-bedrock-20260826T222957_temprature_0/nyc/single_agent/expert.jsonl | Data | 79.5 KB | — |
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| results/qwen3-32b-v1-0-bedrock-20260826T222957_temprature_0/sf/noisy_single/expert.jsonl | Data | 149.1 KB | — |
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| results/qwen3-32b-v1-0-bedrock-20260826T222957_temprature_0/sf/single_agent/expert.jsonl | Data | 148.5 KB | — |
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| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/chicago/multi_agent/expert.jsonl | Data | 207.6 KB | — |
| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/chicago/multi_agent/expert.meta.json | Data | 844 B | — |
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| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/chicago/multi_no_feedback/expert.meta.json | Data | 850 B | — |
| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/chicago/noisy_single/expert.jsonl | Data | 136.9 KB | — |
| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/chicago/noisy_single/expert.meta.json | Data | 845 B | — |
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| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/index.json | Data | 16.3 KB | — |
| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/nyc/multi_agent/expert.jsonl | Data | 105.5 KB | — |
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| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/nyc/multi_no_feedback/expert.meta.json | Data | 846 B | — |
| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/nyc/noisy_single/expert.jsonl | Data | 67.8 KB | — |
| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/nyc/noisy_single/expert.meta.json | Data | 841 B | — |
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| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/sf/multi_no_feedback/expert.meta.json | Data | 845 B | — |
| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/sf/noisy_single/expert.jsonl | Data | 120.0 KB | — |
| results/qwen3-coder-480b-a35b-v1-0-bedrock-20260827T113038_temprature_0/sf/noisy_single/expert.meta.json | Data | 840 B | — |
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| results/runs/multi_agent_chicago_clslabelfix-multi.jsonl | Data | 11.6 KB | — |
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| results/runs/noisy_single_chicago_clsnarrate-noisy.jsonl | Data | 4.4 KB | — |
| results/runs/noisy_single_chicago_clsnarrate-noisy.meta.json | Data | 821 B | — |
| results/runs/single_agent_chicago_clslabelfix-single.jsonl | Data | 9.4 KB | — |
| results/runs/single_agent_chicago_clslabelfix-single.meta.json | Data | 804 B | — |
| results/trigger_quality_report.txt | Data | 7.5 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/chicago/multi_agent/expert.jsonl | Data | 263.3 KB | — |
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| results/v3.2-bedrock-20260827T123119_temprature_0/chicago/multi_feedback/expert.jsonl | Data | 406.4 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/chicago/multi_feedback/expert.meta.json | Data | 789 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/chicago/multi_no_feedback/expert.jsonl | Data | 239.3 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/chicago/multi_no_feedback/expert.meta.json | Data | 792 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/chicago/noisy_single/expert.jsonl | Data | 146.0 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/chicago/noisy_single/expert.meta.json | Data | 787 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/chicago/single_agent/expert.jsonl | Data | 129.8 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/chicago/single_agent/expert.meta.json | Data | 787 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/index.json | Data | 16.2 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/nyc/multi_agent/expert.jsonl | Data | 133.3 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/nyc/multi_agent/expert.meta.json | Data | 782 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/nyc/multi_feedback/expert.jsonl | Data | 215.4 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/nyc/multi_feedback/expert.meta.json | Data | 785 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/nyc/multi_no_feedback/expert.jsonl | Data | 135.0 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/nyc/multi_no_feedback/expert.meta.json | Data | 788 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/nyc/noisy_single/expert.jsonl | Data | 68.9 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/nyc/noisy_single/expert.meta.json | Data | 783 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/nyc/single_agent/expert.jsonl | Data | 61.4 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/nyc/single_agent/expert.meta.json | Data | 783 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/sf/multi_agent/expert.jsonl | Data | 223.1 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/sf/multi_agent/expert.meta.json | Data | 781 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/sf/multi_feedback/expert.jsonl | Data | 354.3 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/sf/multi_feedback/expert.meta.json | Data | 784 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/sf/multi_no_feedback/expert.jsonl | Data | 232.4 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/sf/multi_no_feedback/expert.meta.json | Data | 787 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/sf/noisy_single/expert.jsonl | Data | 121.9 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/sf/noisy_single/expert.meta.json | Data | 782 B | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/sf/single_agent/expert.jsonl | Data | 108.2 KB | — |
| results/v3.2-bedrock-20260827T123119_temprature_0/sf/single_agent/expert.meta.json | Data | 782 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/chicago/multi_agent/expert.jsonl | Data | 251.4 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/chicago/multi_agent/expert.meta.json | Data | 783 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/chicago/multi_feedback/expert.jsonl | Data | 436.7 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/chicago/multi_feedback/expert.meta.json | Data | 786 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/chicago/multi_no_feedback/expert.jsonl | Data | 249.2 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/chicago/multi_no_feedback/expert.meta.json | Data | 789 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/chicago/noisy_single/expert.jsonl | Data | 168.3 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/chicago/noisy_single/expert.meta.json | Data | 784 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/chicago/single_agent/expert.jsonl | Data | 142.2 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/chicago/single_agent/expert.meta.json | Data | 784 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/index.json | Data | 16.0 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/nyc/multi_agent/expert.jsonl | Data | 131.9 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/nyc/multi_agent/expert.meta.json | Data | 779 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/nyc/multi_feedback/expert.jsonl | Data | 228.7 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/nyc/multi_feedback/expert.meta.json | Data | 782 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/nyc/multi_no_feedback/expert.jsonl | Data | 137.3 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/nyc/multi_no_feedback/expert.meta.json | Data | 785 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/nyc/noisy_single/expert.jsonl | Data | 83.9 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/nyc/noisy_single/expert.meta.json | Data | 780 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/nyc/single_agent/expert.jsonl | Data | 73.0 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/nyc/single_agent/expert.meta.json | Data | 780 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/sf/multi_agent/expert.jsonl | Data | 226.0 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/sf/multi_agent/expert.meta.json | Data | 778 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/sf/multi_feedback/expert.jsonl | Data | 359.6 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/sf/multi_feedback/expert.meta.json | Data | 781 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/sf/multi_no_feedback/expert.jsonl | Data | 219.6 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/sf/multi_no_feedback/expert.meta.json | Data | 784 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/sf/noisy_single/expert.jsonl | Data | 134.0 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/sf/noisy_single/expert.meta.json | Data | 779 B | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/sf/single_agent/expert.jsonl | Data | 122.1 KB | — |
| results/zai.glm-5-bedrock-20260827T001747_temprature_0/sf/single_agent/expert.meta.json | Data | 779 B | — |
| sf/sf_311_ground_truth.csv | Data | 1.4 GB | 98c354548ec2 |
| sf/sf_311_ground_truth_2022_2026.csv | Data | 1.4 GB | 5fcc0d9e0589 |
| sf/sf_daily_aligned.csv | Data | 119.4 KB | — |
| sf/sf_daily_aligned_2022_2026.csv | Data | 111.8 KB | — |
| sf/sf_incidents_ground_truth.csv | Data | 161.6 MB | a2390df57f62 |
| sf/sf_incidents_ground_truth_2022_2026.csv | Data | 161.7 MB | edaa24a77463 |
| sf/sf_street_closures_ground_truth.csv | Data | 2.4 MB | — |
| sf/sf_street_closures_ground_truth_2022_2026.csv | Data | 2.0 MB | — |
| sf/sf_street_use_permits_ground_truth.csv | Data | 408.9 MB | 66d16a52c097 |
| sf/sf_street_use_permits_ground_truth_2022_2026.csv | Data | 57.4 MB | 934e554951bd |
| sf/sf_weather_2024_daily.csv | Data | 48.9 KB | — |
| sf/sf_weather_2024_daily_2022_2026.csv | Data | 48.9 KB | — |
| sf/sf_weather_event_days.csv | Data | 4.9 KB | — |
| sf/sf_weather_event_days_2022_2026.csv | Data | 4.9 KB | — |
| sf/sfmta_corridor_counts_2010_2022.csv | Data | 1.1 MB | — |
| sf/sfmta_intersection_counts_2014_2022.csv | Data | 310.4 KB | — |
| splits/chicago_features.parquet | Data | 231.3 KB | 016ce691b766 |
| splits/chicago_test.csv | Data | 1.2 KB | — |
| splits/chicago_train.csv | Data | 9.6 KB | — |
| splits/chicago_val.csv | Data | 1.2 KB | — |
| splits/nyc_features.parquet | Data | 182.6 KB | b1304ee898e3 |
| splits/nyc_test.csv | Data | 1.2 KB | — |
| splits/nyc_train.csv | Data | 9.6 KB | — |
| splits/nyc_val.csv | Data | 1.2 KB | — |
| splits/sf_features.parquet | Data | 160.8 KB | f496cef62cbf |
| splits/sf_test.csv | Data | 1.2 KB | — |
| splits/sf_train.csv | Data | 9.6 KB | — |
| splits/sf_val.csv | Data | 1.2 KB | — |
| README.md | Documentation | 2.6 KB | — |
| rag/chroma/1b84bc03-df54-4291-9868-274138c1a969/data_level0.bin | Other | 1.8 MB | aada1fd481ce |
| rag/chroma/1b84bc03-df54-4291-9868-274138c1a969/header.bin | Other | 100 B | 0fa953d62239 |
| rag/chroma/1b84bc03-df54-4291-9868-274138c1a969/index_metadata.pickle | Other | 35.2 KB | 86da515fcf93 |
| rag/chroma/1b84bc03-df54-4291-9868-274138c1a969/length.bin | Other | 4.4 KB | c8acec9d71c0 |
| rag/chroma/1b84bc03-df54-4291-9868-274138c1a969/link_lists.bin | Other | 9.5 KB | a0570778284b |
| rag/chroma/291710f4-66c8-41f7-89cf-a4b9ba445b40/data_level0.bin | Other | 1.8 MB | 8b4f278d798a |
| rag/chroma/291710f4-66c8-41f7-89cf-a4b9ba445b40/header.bin | Other | 100 B | 0fa953d62239 |
| rag/chroma/291710f4-66c8-41f7-89cf-a4b9ba445b40/index_metadata.pickle | Other | 46.1 KB | 63606807034c |
| rag/chroma/291710f4-66c8-41f7-89cf-a4b9ba445b40/length.bin | Other | 4.4 KB | 262396cb284f |
| rag/chroma/291710f4-66c8-41f7-89cf-a4b9ba445b40/link_lists.bin | Other | 9.5 KB | f3b573b18522 |
| rag/chroma/768795a7-ddb0-407d-8a16-72915b9df2e2/data_level0.bin | Other | 1.8 MB | 6fc51847f029 |
| rag/chroma/768795a7-ddb0-407d-8a16-72915b9df2e2/header.bin | Other | 100 B | 0fa953d62239 |
| rag/chroma/768795a7-ddb0-407d-8a16-72915b9df2e2/index_metadata.pickle | Other | 37.4 KB | 9ebc464fb821 |
| rag/chroma/768795a7-ddb0-407d-8a16-72915b9df2e2/length.bin | Other | 4.4 KB | 39451c7f419d |
| rag/chroma/768795a7-ddb0-407d-8a16-72915b9df2e2/link_lists.bin | Other | 9.5 KB | 9285cfb84bcd |
| rag/chroma/chroma.sqlite3 | Other | 15.2 MB | 753893d139dd |
| .gitattributes | Repository | 4.1 KB | — |
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Released by Bibek Gupta through its official repository on Hugging Face.