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  1. .gitattributes +1 -0
  2. .gitignore +3 -0
  3. README.md +126 -3
  4. dataset_description.json +36 -0
  5. tasks/001_bea--392.json +20 -0
  6. tasks/002_arxiv--45.json +20 -0
  7. tasks/003_datausa--641.json +20 -0
  8. tasks/004_noaa--90.json +20 -0
  9. tasks/005_understat--97.json +20 -0
  10. tasks/006_cfpb--106.json +20 -0
  11. tasks/007_musicbrainz--788.json +20 -0
  12. tasks/008_musicbrainz--tunebat--152.json +20 -0
  13. tasks/009_our-world-in-data--245.json +20 -0
  14. tasks/010_shopping--264.json +20 -0
  15. tasks/011_shopping--musicbrainz--287.json +20 -0
  16. tasks/012_tunebat--843.json +20 -0
  17. tasks/013_tunebat--musicbrainz--295.json +20 -0
  18. tasks/014_tunebat--musicbrainz--richard-powers--299.json +20 -0
  19. tasks/015_tunebat--richard-powers--300.json +20 -0
  20. tasks/016_tunetbat--musicbrainz--304.json +20 -0
  21. tasks/017_apta--305.json +20 -0
  22. tasks/018_arkiv--311.json +20 -0
  23. tasks/019_climate-gov--409.json +20 -0
  24. tasks/020_climate-gov--arxiv--413.json +20 -0
  25. tasks/021_climate-gov--cdc-mental-health--415.json +20 -0
  26. tasks/022_iata--571.json +20 -0
  27. tasks/023_iata--understat--417.json +20 -0
  28. tasks/024_mit--442.json +20 -0
  29. tasks/025_mit--our-world-in-data--444.json +20 -0
  30. tasks/026_reddit--arxiv--452.json +20 -0
  31. tasks/027_st-louis-fed--456.json +20 -0
  32. tasks/028_st-louis-fed-reddit--458.json +20 -0
  33. tasks/029_st-lous-fed--459.json +20 -0
  34. tasks/030_stocknear--466.json +20 -0
  35. tasks/031_uchicago--861.json +20 -0
  36. tasks/032_uchicago--mit--478.json +20 -0
  37. tasks/033_understat--arxiv--489.json +20 -0
  38. tasks/034_unwto--491.json +20 -0
  39. tasks/035_world-pop--495.json +20 -0
  40. tasks/036_worldpop--526.json +20 -0
  41. tasks/037_cdc-covid--547.json +20 -0
  42. tasks/038_cdc-cvoid--554.json +20 -0
  43. tasks/039_cdc-mental-health--617.json +20 -0
  44. tasks/040_cdc-obesity--783.json +20 -0
  45. tasks/041_cdc-obestity--569.json +20 -0
  46. tasks/042_nih--597.json +20 -0
  47. tasks/043_worldometer--681.json +20 -0
  48. tasks/044_fred--763.json +20 -0
  49. tasks/045_riaa--817.json +20 -0
  50. tasks/046_trading-economics--832.json +20 -0
.gitattributes CHANGED
@@ -57,3 +57,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ WebsiteFiles.tar.gz filter=lfs diff=lfs merge=lfs -text
.gitignore ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ Website/
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+ WebsiteFiles*
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+ rclone*
README.md CHANGED
@@ -1,3 +1,126 @@
1
- ---
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- license: cc-by-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ datasets:
3
+ - name: WebDS
4
+ license: mit
5
+ task_categories:
6
+ - web-automation
7
+ - multi-hop-reasoning
8
+ language:
9
+ - en
10
+ size_categories:
11
+ - 10K<n<100K
12
+ source_datasets: []
13
+ pretty_name: WebDS
14
+ ---
15
+
16
+ # WebDS: A Benchmark for Web-based Data Science
17
+
18
+ **WebDS** is the first end-to-end benchmark designed for evaluating agents on real-world web-based data science workflows. It contains **870 tasks** across **29 containerized websites** spanning **10 domains**, including economics, health, climate, and scientific research.
19
+
20
+ Agents are tested on:
21
+ - Multi-hop web navigation
22
+ - Structured and unstructured data processing
23
+ - Tool usage (e.g., Python scripts, visualization tools)
24
+ - Downstream task completion (e.g., reports, Reddit posts)
25
+
26
+ Tasks reflect realistic data science scenarios, such as acquiring data from government portals, comparing datasets across sites, and synthesizing insights in report-ready formats.
27
+
28
+ ## 📦 Contents
29
+
30
+ This repository includes:
31
+ - `tasks/`: JSON files for all 870 benchmark tasks, with metadata and intents
32
+ - `websites/`: Dockerized replicas of 29 benchmark sites for reproducibility
33
+ - `webds_experiments/`: Code for running LLM-based agents and collecting evaluation metrics
34
+
35
+ ## 🌍 Hosted Demo (Docker)
36
+
37
+ You can try a live version of the benchmark via:
38
+ **[http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333](http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333)**
39
+
40
+ This is useful for previewing the benchmark environment or debugging agent behavior before running large-scale evaluations.
41
+
42
+ ## 📊 Evaluation
43
+
44
+ WebDS supports both:
45
+ - **Automatic scoring** via reference ground truths (for QA-type tasks)
46
+ - **LLM-as-a-Judge scoring** with 1–5 granular feedback and error attribution (for open-ended tasks)
47
+
48
+ ## 📜 Citation
49
+
50
+ If you use WebDS in your research, please cite:
51
+
52
+ ```bibtex
53
+ @inproceedings{yam2025webds,
54
+ title = {WebDS: An End-to-End Benchmark for Web-based Data Science},
55
+ author = {Yam, Hong Meng and Hsu, Ethan and Bouissou, Ines and John, Aaron Murali and Thota, Raj and Koe, Josh and Putta, Vivek Sarath and Dharesan, G K and Spangher, Alexander and Murty, Shikhar and Huang, Tenghao and Manning, Christopher D.},
56
+ booktitle = {ArXiV},
57
+ year = {2025}
58
+ }
59
+
60
+
61
+
62
+ # Setup of docker file
63
+ This file host the instructions for our Docker image.
64
+
65
+ ## Docker image
66
+ Download the image webbenchdocker.tar.gz
67
+ Download it from the following link:
68
+ https://drive.google.com/drive/folders/1LnBfeUqwDm6kiUxDC-vF7vADsWdaAqHp
69
+
70
+ ```
71
+ docker load --input webbenchdocker.tar.gz
72
+ docker run --name webbench -p 3333:80 -d webbenchdocker
73
+ ```
74
+
75
+
76
+ ### Shopping Website (OneStopShop) from Webarena
77
+
78
+ Download the image tar from the following mirrors:
79
+ - https://drive.google.com/file/d/1gxXalk9O0p9eu1YkIJcmZta1nvvyAJpA/view?usp=sharing
80
+ - https://archive.org/download/webarena-env-shopping-image
81
+ - http://metis.lti.cs.cmu.edu/webarena-images/shopping_final_0712.tar
82
+
83
+ ```
84
+ docker load --input shopping_final_0712.tar
85
+ docker run --name shopping -p 7770:80 -d shopping_final_0712
86
+ # wait ~1 min to wait all services to start
87
+
88
+ docker exec shopping /var/www/magento2/bin/magento setup:store-config:set --base-url="http://<your-server-hostname>:7770" # no trailing slash
89
+ docker exec shopping mysql -u magentouser -pMyPassword magentodb -e 'UPDATE core_config_data SET value="http://<your-server-hostname>:7770/" WHERE path = "web/secure/base_url";'
90
+ docker exec shopping /var/www/magento2/bin/magento cache:flush
91
+ ```
92
+ Now you can visit `http://<your-server-hostname>:7770`.
93
+
94
+
95
+ ### E-commerce Content Management System (CMS) from webarena
96
+
97
+ Download the image tar from the following mirrors:
98
+ - https://drive.google.com/file/d/1See0ZhJRw0WTTL9y8hFlgaduwPZ_nGfd/view?usp=sharing
99
+ - https://archive.org/download/webarena-env-shopping-admin-image
100
+ - http://metis.lti.cs.cmu.edu/webarena-images/shopping_admin_final_0719.tar
101
+
102
+ ```
103
+ docker load --input shopping_admin_final_0719.tar
104
+ docker run --name shopping_admin -p 7780:80 -d shopping_admin_final_0719
105
+ # wait ~1 min to wait all services to start
106
+
107
+ docker exec shopping_admin /var/www/magento2/bin/magento setup:store-config:set --base-url="http://<your-server-hostname>:7780" # no trailing slash
108
+ docker exec shopping_admin mysql -u magentouser -pMyPassword magentodb -e 'UPDATE core_config_data SET value="http://<your-server-hostname>:7780/" WHERE path = "web/secure/base_url";'
109
+ docker exec shopping_admin /var/www/magento2/bin/magento cache:flush
110
+ ```
111
+ Now you can visit `http://<your-server-hostname>:7780/admin`.
112
+
113
+
114
+ ### Social Forum Website (Reddit)
115
+
116
+ Download the image tar from the following mirrors:
117
+ - https://drive.google.com/file/d/17Qpp1iu_mPqzgO_73Z9BnFjHrzmX9DGf/view?usp=sharing
118
+ - https://archive.org/download/webarena-env-forum-image
119
+ - http://metis.lti.cs.cmu.edu/webarena-images/postmill-populated-exposed-withimg.tar
120
+
121
+ ```
122
+ docker load --input postmill-populated-exposed-withimg.tar
123
+ docker run --name forum -p 4444:80 -d postmill-populated-exposed-withimg
124
+ ```
125
+ Now you can visit `http://<your-server-hostname>:4444/`.
126
+
dataset_description.json ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
2
+ "@context": {
3
+ "@vocab": "https://schema.org/",
4
+ "dct": "http://purl.org/dc/terms/",
5
+ "conformsTo": "dct:conformsTo"
6
+ },
7
+ "@type": "Dataset",
8
+ "name": "WebDS",
9
+ "description": "WebDS is a reproducible benchmark dataset for evaluating LLM agents on complex web-based data science tasks. It comprises 870 tasks across 29 containerized websites and 10 domains. Each task simulates realistic end-to-end workflows including data acquisition, tool use, analysis, reasoning, and reporting. Tasks span multiple modalities, structured and unstructured data, and multihop reasoning, and are annotated with fine-grained attributes and difficulty levels.",
10
+ "conformsTo": "http://mlcommons.org/croissant/1.0",
11
+ "license": "https://creativecommons.org/licenses/by/4.0/",
12
+ "keywords": [
13
+ "web-based data science",
14
+ "benchmark",
15
+ "LLM agents",
16
+ "multi-hop reasoning",
17
+ "tool use",
18
+ "agent evaluation"
19
+ ],
20
+ "creator": {
21
+ "@type": "Organization",
22
+ "name": "Stanford University, UC Berkeley, SUTD, USC"
23
+ },
24
+ "includedInDataCatalog": {
25
+ "@type": "DataCatalog",
26
+ "name": "MLCommons Croissant Benchmarks"
27
+ },
28
+ "spatialCoverage": {
29
+ "@type": "Place",
30
+ "name": "Web-based / Global"
31
+ },
32
+ "temporalCoverage": "2025",
33
+ "datePublished": "2025-05-15",
34
+ "version": "1.0",
35
+ "isAccessibleForFree": true
36
+ }
tasks/001_bea--392.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "bea"
4
+ ],
5
+ "task_id": "bea--392",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "According to the Bureau of Economic Analysis, what is the percentage of total US current-account transactions that can be attributed to the European Union? Consider using the following website(s): BEA, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "more than 26 percent"
18
+ }
19
+ }
20
+ }
tasks/002_arxiv--45.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "arxiv"
4
+ ],
5
+ "task_id": "arxiv--45",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Extract key results (numerical) from abstracts of 10 recent machine learning papers.Consider using the following website(s): ARXIV, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Key result numbers from 10 ML abstracts"
18
+ }
19
+ }
20
+ }
tasks/003_datausa--641.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "datausa"
4
+ ],
5
+ "task_id": "datausa--641",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "List the top industries in CHICAGO, IL and ATLANTA, GA. Which city has industries more focused on finance?Consider using the following website(s): DATAUSA, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "CHICAGO, IL \u2192 Finance & Insurance \n ATLANTA, GA \u2192 Manufacturing, Finance & Insurance. Both focus on finance."
18
+ }
19
+ }
20
+ }
tasks/004_noaa--90.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "noaa"
4
+ ],
5
+ "task_id": "noaa--90",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Using NOAA temperature datasets, create a scatter plot of annual global average temperature vs CO2 concentrations for 1960\u20132020Consider using the following website(s): NOAA, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Scatter plot temp vs CO2"
18
+ }
19
+ }
20
+ }
tasks/005_understat--97.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "understat"
4
+ ],
5
+ "task_id": "understat--97",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Retrieve match-level expected goal values for Arsenal\u2019s last 5 home games and calculate the average.Consider using the following website(s): UNDERSTAT, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Table of last 5 home games + calculated average xG."
18
+ }
19
+ }
20
+ }
tasks/006_cfpb--106.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "cfpb"
4
+ ],
5
+ "task_id": "cfpb--106",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "How does the income volatility of Black small business owners compare to Hispanic small business owners?Consider using the following website(s): CFPB , on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Figure 2: Income volatility by race and small business owner status shows that Black small business owners report 48% income volatility, while Hispanic small business owners report 41%. Black business owners experience slightly more volatility."
18
+ }
19
+ }
20
+ }
tasks/007_musicbrainz--788.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "musicbrainz"
4
+ ],
5
+ "task_id": "musicbrainz--788",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "What is Choklate's legal nameConsider using the following website(s): MUSICBRAINZ, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Kolesta Moore"
18
+ }
19
+ }
20
+ }
tasks/008_musicbrainz--tunebat--152.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "musicbrainz--tunebat"
4
+ ],
5
+ "task_id": "musicbrainz--tunebat--152",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Which korean artist is behind the most popular rendition of \"Weather and You\" (2023). How many albums has that person released, not including the \"album + live\" category?Consider using the following website(s): MUSICBRAINZ + TUNEBAT, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Aro, 0"
18
+ }
19
+ }
20
+ }
tasks/009_our-world-in-data--245.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "our-world-in-data"
4
+ ],
5
+ "task_id": "our-world-in-data--245",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "which countries had an average learning-adjusted year of schooling of at least 13 years?Consider using the following website(s): OUR WORLD IN DATA, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Singapore\t"
18
+ }
19
+ }
20
+ }
tasks/010_shopping--264.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "shopping"
4
+ ],
5
+ "task_id": "shopping--264",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Filter the store for only sunscreen and tanning products priced $20.00-$29.99. Four types of product categories exist within Sunscreen and Tanning products: lip protection, sunscreen, tanning, sun burn relief. Is there a single volume that appears more than once across any product? If these products were stocked on a shelf by volume (smallest to largest), what would the arrangement look like?Consider using the following website(s): SHOPPING, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "\n\n1.02 oz, Elizabeth Arden 8 Hour Lip Protectant Stick SPF 15, Berry\n1.08 oz, Glossiva Self Tanner for Face and Body - 32ml (Light/Medium)\n1.60 oz, Heliabrine Solar Defense SPF 30\n1.69 oz, MAKEPREM UV Defense Me Daily Sun Essence SPF 50+ PA++++\n2.00 oz, THRIVE Natural Moisturizing Mineral Face Sunscreen SPF 30\n2.08 oz, Heliabrine Solar Defense SPF 50\n2.37 oz, 3w Clinic Intensive UV Sunblock Cream SPF50 PA+++\n3.00 oz, EXTRASHADE Premium Hydro Boost Sunscreen SPF 30\n3.20 oz, Unsun Mineral Tinted Face Sunscreen Light/Medium\n3.38 oz, Babe Pediatric Sunscreen Lotion 50+\n3.53 oz, St. Tropez Self Tan Express Starter Kit\n4.20 oz, Lom-style Sun Care After-Sun Hair Mask\n5.07 oz, Piz Buin FP15 TAN & PROTECT LOTION\n12.00 oz, Banana Boat Continuous SPF 8 Spray Dry Oil With Argan Oil\n16.00 oz, Green Leaf Naturals Pure Aloe Vera Gel"
18
+ }
19
+ }
20
+ }
tasks/011_shopping--musicbrainz--287.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "shopping--musicbrainz"
4
+ ],
5
+ "task_id": "shopping--musicbrainz--287",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "I have bought every release by Thomas Rhett, the artist behind \"Remember you Young\", as a disography. This includes all singles, EPs, etc. Each release requires a 19 inch x 15 inch space to display properly. Please some quantity of a shelving product such that it is the minumum one can buy while still fitting the full display.Consider using the following website(s): SHOPPING + MUSICBRAINZ, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Buy enough storage to equal 103 shelves between them, each shelf of size 19x15, Example: 21 of \"Bookshelf with Storage Cabinet for Bedroom, 5-Tier Cube Shelf Gold Bookcase Storage Organizer Rack Display Stand Metal Frame Storage Standing Shelf,Square Tall Bookcase for Home Office\". Ensure each shelf is actually 19x15."
18
+ }
19
+ }
20
+ }
tasks/012_tunebat--843.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "tunebat"
4
+ ],
5
+ "task_id": "tunebat--843",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "How many songs in F major are less than 50 popularConsider using the following website(s): TUNEBAT, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "2"
18
+ }
19
+ }
20
+ }
tasks/013_tunebat--musicbrainz--295.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "tunebat--musicbrainz"
4
+ ],
5
+ "task_id": "tunebat--musicbrainz--295",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "For the album that song \"I like me better\" by lauv is in, which song in the albumn had a minimum duration?Consider using the following website(s): TUNEBAT + MUSICBRAINZ, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Shouldn't Be a Good in Goodbye"
18
+ }
19
+ }
20
+ }
tasks/014_tunebat--musicbrainz--richard-powers--299.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "tunebat--musicbrainz--richard-powers"
4
+ ],
5
+ "task_id": "tunebat--musicbrainz--richard-powers--299",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Of the following songs, one of them is a cross step waltz: Farhan Akhtar, Echo by Jason Walker, and \u4e8c\u5341\u4e94\u5713\u821e\u66f2 by kiri T. For said song, what was the average duration of songs on the albumn it was released on?Consider using the following website(s): TUNEBAT + MUSICBRAINZ + RICHARD POWERS, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "3.82\u00a0minutes"
18
+ }
19
+ }
20
+ }
tasks/015_tunebat--richard-powers--300.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "tunebat--richard-powers"
4
+ ],
5
+ "task_id": "tunebat--richard-powers--300",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "What is the BPM of Propuesta Indecente by Romeo Santos? What kind of latin dance is it best suited for as per richard power's website?Consider using the following website(s): TUNEBAT + RICHARD POWERS, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Bachata "
18
+ }
19
+ }
20
+ }
tasks/016_tunetbat--musicbrainz--304.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "tunetbat--musicbrainz"
4
+ ],
5
+ "task_id": "tunetbat--musicbrainz--304",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Of the following songs, one of them is in 4/4 time Senorita by Farhan Akhtar, Echo by Jason Walker, and Singularity by BTS. For the song in 4/4 time, what was the average duration of songs on the albumn it was released on?Consider using the following website(s): TUNETBAT + MUSICBRAINZ, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "4.05\u00a0minutes"
18
+ }
19
+ }
20
+ }
tasks/017_apta--305.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "apta"
4
+ ],
5
+ "task_id": "apta--305",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Extract the most difficult positions to fill in the march 2022 report on public transit ridership ranks and organize it into an excel spreadsheet. Also create a relevant data representation for it (i.e. a graph) in the spreadsheetConsider using the following website(s): APTA, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Most Difficult Positions to Fill\u2014Ranking\nPosition Type Average Rank\nBus Operations 1.3\nBus Maintenance 2.1\nSupervisory/Mid\u2010Management 3.4\nRail Operations* 4.1\nRail Maintenance* 4.1\nEngineering\u2014Mid\u2010 to Senior\u2010Level 4.5\nEngineering\u2014Entry Level 5.5"
18
+ }
19
+ }
20
+ }
tasks/018_arkiv--311.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "arkiv"
4
+ ],
5
+ "task_id": "arkiv--311",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Tell me the 10 main domains of MMDocIRConsider using the following website(s): ARKIV, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Academic paper\n\nFinancial report\n\nResearch report\n\nNews\n\nLaws\n\nGuidebook\n\nGovernment\n\nTut & Workshop\n\nBrochure\n\nAdmin & Industry"
18
+ }
19
+ }
20
+ }
tasks/019_climate-gov--409.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "climate-gov"
4
+ ],
5
+ "task_id": "climate-gov--409",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "how many inches has sea level risen since 1880?Consider using the following website(s): CLIMATE GOV, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "8-9 inches"
18
+ }
19
+ }
20
+ }
tasks/020_climate-gov--arxiv--413.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "climate-gov--arxiv"
4
+ ],
5
+ "task_id": "climate-gov--arxiv--413",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "There is an article on the air quality and community health research subcommittee launching. a new website. It is published on a certain date. Get our desired integer by doing MM + DD + YY, multiply that by 4 to get the desired index. Look on ArxiV for the paper that is at that index, and tell me how many authors that paper hasConsider using the following website(s): CLIMATE GOV + ARXIV, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "4"
18
+ }
19
+ }
20
+ }
tasks/021_climate-gov--cdc-mental-health--415.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "climate-gov--cdc-mental-health"
4
+ ],
5
+ "task_id": "climate-gov--cdc-mental-health--415",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "If you or someone you know is struggling or in a mental health crisis, help is available. Based the number I should call or text, divide it by 8 and round up to nearest integer. Now tell me the article title in climate.gov All news and features that is numbered at that number. Consider using the following website(s): CLIMATE GOV + CDC MENTAL HEALTH, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Impacts animal feeding operations on air quality in northeastern Colorado"
18
+ }
19
+ }
20
+ }
tasks/022_iata--571.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "iata"
4
+ ],
5
+ "task_id": "iata--571",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Calculate the average passenger load factor for European carriers in Q3 2019.Consider using the following website(s): IATA, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "88.50%"
18
+ }
19
+ }
20
+ }
tasks/023_iata--understat--417.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "iata--understat"
4
+ ],
5
+ "task_id": "iata--understat--417",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Look for the chart titled 'aviation is innovation: A peek into future aircraft concepts'. Given the number of individual aircraft concepts identified in the article which we call 'x', tell me the month in 2017 where there were x-4 matches in the EPLConsider using the following website(s): IATA + UNDERSTAT, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "november"
18
+ }
19
+ }
20
+ }
tasks/024_mit--442.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "mit"
4
+ ],
5
+ "task_id": "mit--442",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "How does the total number of students graduating within six years compare between the Fall 2015 and Fall 2016 cohorts, and what might explain any differences in these figures?Consider using the following website(s): MIT , on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Fall 2015 Cohort (Graduated within 6 Years): 1,064 students\nFall 2016 Cohort (Graduated within 6 Years): 1,051 students\nThe small decrease of 13 students could be due to changes in cohort composition or external factors impacting graduation rates."
18
+ }
19
+ }
20
+ }
tasks/025_mit--our-world-in-data--444.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "mit--our-world-in-data"
4
+ ],
5
+ "task_id": "mit--our-world-in-data--444",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Analyze the total enrollment numbers by racial/ethnic category for undergraduates (both degree- and non-degree-seeking) as of October 19, 2022. Cross-reference these numbers with national demographic trends and discuss the potential impact on the university's diversity initiatives. Write a report for the university's strategic planning committee on these trends and recommendations.Consider using the following website(s): MIT + OUR WORLD IN DATA, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Total Enrollment (Degree and Non-Degree, Total = 4,657):\nNonresident aliens: 530\nHispanic: 687\nBlack or African American, non-Hispanic: 362\nWhite, non-Hispanic: 1,024\nAmerican Indian or Alaska Native, non-Hispanic: 8\nAsian, non-Hispanic: 1,581\nNative Hawaiian or other Pacific Islander, non-Hispanic: 2\nTwo or more races, non-Hispanic: 345\nRace and/or ethnicity unknown: 118\nReport should reflect that Hispanic and Asian populations are high compared to national trends but there may be room to diversify further with other racial/ethnic groups."
18
+ }
19
+ }
20
+ }
tasks/026_reddit--arxiv--452.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "reddit--arxiv"
4
+ ],
5
+ "task_id": "reddit--arxiv--452",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Divide the total number of upvotes on the most upvoted post on Reddit /f/relationship_advice by 3 and round to the nearest integer to get the desired index. Look on ArxiV and tell me the first author of the paper that is at that indexConsider using the following website(s): REDDIT + ARXIV, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Yi-ping Chen"
18
+ }
19
+ }
20
+ }
tasks/027_st-louis-fed--456.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "st-louis-fed"
4
+ ],
5
+ "task_id": "st-louis-fed--456",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "is the unemployment rate worse in Pennsylvania or California in June 2016? What is the difference in unemployment rate?Consider using the following website(s): ST LOUIS FED, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Pennylvania / Around the same, 0.1 points"
18
+ }
19
+ }
20
+ }
tasks/028_st-louis-fed-reddit--458.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "st-louis-fed-reddit"
4
+ ],
5
+ "task_id": "st-louis-fed-reddit--458",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Write a reddit post Complaining about the Average sale prices for houses in the United States, and describe the general trends over the past 5 years. In particular, cite the data you get from St Louis Fed's website, and including the FRED graph in your postConsider using the following website(s): St Louis Fed, Reddit, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "short statement describing the quarter to quarter percentage change "
18
+ }
19
+ }
20
+ }
tasks/029_st-lous-fed--459.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "st-lous-fed"
4
+ ],
5
+ "task_id": "st-lous-fed--459",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Have things become more expensive over the last decade? Write from the perspective of a homemaker who especially cares about common food like eggs Write a comprehensive report on this. include relevant statistics in your report, and cite appropriate data from the Federal Reserve. Make sure to include appropriate citations and graphsConsider using the following website(s): ST LOUS FED, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Include information about the price of eggs"
18
+ }
19
+ }
20
+ }
tasks/030_stocknear--466.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "stocknear"
4
+ ],
5
+ "task_id": "stocknear--466",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Build a linear regression model to predict the PE ratio using other valuation metrics (e.g., PB, PS, P/FCF, P/OCF). Report the linear regression as a formula. Which variables are most predictive?Consider using the following website(s): STOCKNEAR, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "PE = 3.12 - 0.306*PB + 8.48*PS - 2.65*(P/FCF) + 2.08*(P/OCF)\n\nPS Ratio has the largest coefficient magnitude and is significant at the 5\u202f% level (p\u202f\u2248\u202f0.03)."
18
+ }
19
+ }
20
+ }
tasks/031_uchicago--861.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "uchicago"
4
+ ],
5
+ "task_id": "uchicago--861",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Write a report based on full time student data advocating for whether undergraduate programs at MIT could benefit from more DEI initiativesConsider using the following website(s): UCHICAGO, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Should support DEI, very little black, hispanic, native, pacific islander representation, referencing these stats : https://drive.google.com/file/d/1XhJYudsEu0xQg_sEFmWCKThWnIlbRpC3/view?usp=sharing"
18
+ }
19
+ }
20
+ }
tasks/032_uchicago--mit--478.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "uchicago--mit"
4
+ ],
5
+ "task_id": "uchicago--mit--478",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "If I am a student applying to MIT and Uchicago, do I need to submit SAT or ACT scores to these schools?Consider using the following website(s): UCHICAGO + MIT, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Required for MIT, not required but considered if submitted for Uchicago"
18
+ }
19
+ }
20
+ }
tasks/033_understat--arxiv--489.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "understat--arxiv"
4
+ ],
5
+ "task_id": "understat--arxiv--489",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Multiply the number of matches in 2024 Apr in La liga by 3, tell me the main affiliation of the author of artificial intelligence paper in ArXiv corresponding to that index (based on his email)Consider using the following website(s): UNDERSTAT + ARXIV, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "northeastern"
18
+ }
19
+ }
20
+ }
tasks/034_unwto--491.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "unwto"
4
+ ],
5
+ "task_id": "unwto--491",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "AS of 10 May 2024, what is the percentage of people vaccinated per 100 population in Ireland?Consider using the following website(s): UNWTO, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "81.90%"
18
+ }
19
+ }
20
+ }
tasks/035_world-pop--495.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "world-pop"
4
+ ],
5
+ "task_id": "world-pop--495",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "How many holidays did Tajikistan have in last 4 months of 2010?Consider using the following website(s): WORLD POP, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "5"
18
+ }
19
+ }
20
+ }
tasks/036_worldpop--526.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "worldpop"
4
+ ],
5
+ "task_id": "worldpop--526",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "What is the mean number of domestic passengers for Romania in 2017?Consider using the following website(s): WORLDPOP, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "114.11775"
18
+ }
19
+ }
20
+ }
tasks/037_cdc-covid--547.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "cdc-covid"
4
+ ],
5
+ "task_id": "cdc-covid--547",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "How many days after exposure to covid do symptoms appear?Consider using the following website(s): CDC COVID, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "2-14 days"
18
+ }
19
+ }
20
+ }
tasks/038_cdc-cvoid--554.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "cdc-cvoid"
4
+ ],
5
+ "task_id": "cdc-cvoid--554",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "What are risk factors for children and teens with covid 19?Consider using the following website(s): CDC CVOID, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Medical complexity, Genetic, neurologic, or metabolic conditions, Congenital heart disease"
18
+ }
19
+ }
20
+ }
tasks/039_cdc-mental-health--617.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "cdc-mental-health"
4
+ ],
5
+ "task_id": "cdc-mental-health--617",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Develop a Python script to classify adults based on the severity of their anxiety symptoms using data from the National Health Statistics Reports.Consider using the following website(s): CDC MENTAL HEALTH, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Data indicates varying levels of anxiety symptoms among adults, categorized as mild, moderate, or severe."
18
+ }
19
+ }
20
+ }
tasks/040_cdc-obesity--783.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "cdc-obesity"
4
+ ],
5
+ "task_id": "cdc-obesity--783",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Write an analysis based on which 5 states have the least obeistyConsider using the following website(s): CDC OBESITY, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Vermont -28.8, New York - 28, Hawaii - 26.1, District of Columbia - 23.5, Colorado- 24.9"
18
+ }
19
+ }
20
+ }
tasks/041_cdc-obestity--569.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "cdc-obestity"
4
+ ],
5
+ "task_id": "cdc-obestity--569",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "How many states have an adult obesity prevalence at or above 35%Consider using the following website(s): CDC OBESTITY, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "23.00%"
18
+ }
19
+ }
20
+ }
tasks/042_nih--597.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "nih"
4
+ ],
5
+ "task_id": "nih--597",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Find the top 5 institutions by total NIH funding in the current fiscal year and create a pie chart of their funding distribution.Consider using the following website(s): NIH, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Cancer Institute (NCI): $7,839\nAllergy/Infectious Diseases (NIAID): $6,581\nNational Institute on Aging (NIA): $4,425\nHeart, Lung, and Blood Institute (NHLBI): $3,997\nOffice of Director (OD): $3,013"
18
+ }
19
+ }
20
+ }
tasks/043_worldometer--681.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "worldometer"
4
+ ],
5
+ "task_id": "worldometer--681",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "What year did we surpass 5 Billion people?Consider using the following website(s): WORLDOMETER, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "1987"
18
+ }
19
+ }
20
+ }
tasks/044_fred--763.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "fred"
4
+ ],
5
+ "task_id": "fred--763",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "What is the source of data for M2/M1 supply amounts?Consider using the following website(s): FRED, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "International Monetary Fund"
18
+ }
19
+ }
20
+ }
tasks/045_riaa--817.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "riaa"
4
+ ],
5
+ "task_id": "riaa--817",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "What percent of total revenue is CD revenue between 1995 and 2000 compared to 2000 and 2005, post on reddit the opinion of a digital media company on this statConsider using the following website(s): RIAA, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "1995 - 76.1 %\n + 15.8%\n2000 - 92.3%\n - 6.7%\n2005 - 85.6%\nThe company should be happy as less CD's indicate a transition to digital media"
18
+ }
19
+ }
20
+ }
tasks/046_trading-economics--832.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "sites": [
3
+ "trading-economics"
4
+ ],
5
+ "task_id": "trading-economics--832",
6
+ "require_login": false,
7
+ "storage_state": null,
8
+ "start_url": "http://ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
9
+ "geolocation": null,
10
+ "intent": "Write a email based on which cryptocurrency I should buy based on its most recent growthConsider using the following website(s): TRADING ECONOMICS, on ec2-18-220-211-153.us-east-2.compute.amazonaws.com:3333",
11
+ "require_reset": false,
12
+ "eval": {
13
+ "eval_types": [
14
+ "string_match"
15
+ ],
16
+ "reference_answers": {
17
+ "fuzzy_match": "Bitcoin, it has had the most growth recently"
18
+ }
19
+ }
20
+ }