DDRO-Generative-Document-Retrieval
Collection
Step-3 DDRO optimized checkpoints (final policy) + accompanying datasets/artifacts (docIDs, pseudo-queries, testsets) to reproduce the paper. • 8 items • Updated • 1
docid stringlengths 2 8 | url stringlengths 14 655 | title stringlengths 0 25.4k | body stringlengths 1 834k | sents sequencelengths 0 11.4k |
|---|---|---|---|---|
D108472 | http://priceofstamp.com/ | . | Error. Page cannot be displayed. Please contact your service provider for more details. (16)
| [
"Error.",
"Page cannot be displayed.",
"Please contact your service provider for more details.",
"(16)"
] |
D1842 | http://www.mayoclinic.org/healthy-lifestyle/fitness/expert-answers/heart-rate/faq-20057979 | Fitness | Appointments at Mayo Clinic Mayo Clinic offers appointments in Arizona, Florida and Minnesota and at Mayo Clinic Health System locations. Request Appointment Healthy Lifestyle Fitness Basics In-Depth Expert Answers Multimedia Resources News From Mayo Clinic What's New Products and services Free E-newsletter Subscribe t... | [
"Appointments at Mayo Clinic Mayo Clinic offers appointments in Arizona, Florida and Minnesota and at Mayo Clinic Health System locations.",
"Request Appointment Healthy Lifestyle Fitness Basics In-Depth Expert Answers Multimedia Resources News From Mayo Clinic What's New Products and services Free E-newsletter S... |
D54870 | http://www.homeadvisor.com/cost/bathrooms/remodel-a-bathroom/ | How Much Does It Cost To Remodel A Bathroom? | Find more information below on the costs of common accessories included in a bathroom remodel, along with design ideas and considerations concerning hiring a remodeling bathroom contractor. You want to get the best bathroom possible for your dime, so make sure you are armed with plenty of knowledge before you start cal... | [
"Find more information below on the costs of common accessories included in a bathroom remodel, along with design ideas and considerations concerning hiring a remodeling bathroom contractor.",
"You want to get the best bathroom possible for your dime, so make sure you are armed with plenty of knowledge before you... |
D118713 | http://www.simplyrecipes.com/recipes/how_to_make_perfect_hard_boiled_eggs/ | How to Make Perfect Hard Boiled Eggs | by Elise Bauer Jump to Recipe How to Make Perfect Hard Boiled Eggsxxxxx yyyyy 29 464 How To Quick and Easy Low Carb Paleo Hard boiled eggs recipe. Tips for how to boil eggs so they come out perfectly every time. Photography Credit: Elise Bauer I love hard boiled eggs. They’re great for deviled eggs, egg salad, or just ... | [
"by Elise Bauer Jump to Recipe How to Make Perfect Hard Boiled Eggsxxxxx yyyyy 29 464 How To Quick and Easy Low Carb Paleo Hard boiled eggs recipe.",
"Tips for how to boil eggs so they come out perfectly every time.",
"Photography Credit: Elise Bauer I love hard boiled eggs.",
"They’re great for deviled eggs,... |
D269237 | http://www.webexhibits.org/daylightsaving/b.html | . | "When we change our clocks Most of the United States begins Daylight Saving Time at 2:00 a.m. on the second Sunday in March and reverts to standard time on the first Sunday in November. In the U. S., each time zone switches at a different time. In the European Union, Summer Time begins and ends at 1:00 a.m. Universal T... | [
"\"When we change our clocks Most of the United States begins Daylight Saving Time at 2:00 a.m. on the second Sunday in March and reverts to standard time on the first Sunday in November.",
"In the U. S., each time zone switches at a different time.",
"In the European Union, Summer Time begins and ends at 1:00 ... |
D174111 | http://www.foodnetwork.com/recipes/oven-baked-salmon-recipe.html | Oven-Baked Salmon | Prev Recipe Next Recipe Oven-Baked Salmon Getting reviews... Recipe courtesy of Kathleen Daelemans Show: Cooking Thin Episode: Mangia Maria Save Recipe WATCH2 videos | Baked Salmon (04:02)Total: 20 min Prep: 5 min Cook: 15 min Yield: 4 servings Level: Easy Nutrition Info Healthy Baked Salmon (04:02)How to Pick and Stor... | [
"Prev Recipe Next Recipe Oven-Baked Salmon Getting reviews...",
"Recipe courtesy of Kathleen Daelemans Show: Cooking Thin Episode: Mangia Maria Save Recipe WATCH2 videos | Baked Salmon (04:02)Total: 20 min Prep: 5 min Cook: 15 min Yield: 4 servings Level: Easy Nutrition Info Healthy Baked Salmon (04:02)How to Pic... |
D42150 | http://home.costhelper.com/driveway.html | Driveway Cost | "Cost Helper > Home and Garden > Driveways, Pools & Outdoor Living > Driveway Driveway Cost How Much Does a Driveway Cost? Gravel Driveway: $300-$1,000 for 12'x25' Concrete Driveway: $900-$7,500 for 12'x25' Cobblestone Driveway: $6,000-$21,000 for 12'x25'E-mail Post Tweet Comments (39)A driveway is often the first thin... | [
"\"Cost Helper > Home and Garden > Driveways, Pools & Outdoor Living > Driveway Driveway Cost How Much Does a Driveway Cost?",
"Gravel Driveway: $300-$1,000 for 12'x25' Concrete Driveway: $900-$7,500 for 12'x25' Cobblestone Driveway: $6,000-$21,000 for 12'x25'E-mail Post Tweet Comments (39)A driveway is often the... |
D149686 | https://www.nasi.org/learn/socialsecurity/retirement-age | What is the Social Security Retirement Age? | "Print Entire Section Home » Learn » Social Security »What is the Social Security Retirement Age? Social Security's full-benefit retirement age is increasing gradually because of legislation passed by Congress in 1983. Traditionally, the full benefit age was 65, and early retirement benefits were first available at age... | [
"\"Print Entire Section Home » Learn » Social Security »What is the Social Security Retirement Age?",
"Social Security's full-benefit retirement age is increasing gradually because of legislation passed by Congress in 1983.",
"Traditionally, the full benefit age was 65, and early retirement benefits were first ... |
D90442 | http://www.webmd.com/diabetes/guide/glycated-hemoglobin-test-hba1c | Hemoglobin A1c (HbA1c) Test for Diabetes | Hemoglobin A1c (Hb A1c) Test for Diabetes In this Article What Is Hemoglobin? How the Test Works What's a Normal Hemoglobin A1c Test? Setting Goals for A1c Levels The hemoglobin A1c test tells you your average level of blood sugar over the past 2 to 3 months. It's also called Hb A1c, glycated hemoglobin test, and glyco... | [
"Hemoglobin A1c (Hb A1c) Test for Diabetes In this Article What Is Hemoglobin?",
"How the Test Works What's a Normal Hemoglobin A1c Test?",
"Setting Goals for A1c Levels The hemoglobin A1c test tells you your average level of blood sugar over the past 2 to 3 months.",
"It's also called Hb A1c, glycated hemogl... |
D6709 | http://health.costhelper.com/dental-implant.html | Dental Implants Cost | "Cost Helper > Health & Personal Care > Dentistry & Orthodontics > Dental Implants Dental Implants Cost How Much Do Dental Implants Cost? Single Dental Implant Average Cost: $2,488 Abutment, Implant and Crown Average Cost: $4,263E-mail Post Tweet Comments (353)A dental implant functions as an artificial root to anchor ... | [
"\"Cost Helper > Health & Personal Care > Dentistry & Orthodontics > Dental Implants Dental Implants Cost How Much Do Dental Implants Cost?",
"Single Dental Implant Average Cost: $2,488 Abutment, Implant and Crown Average Cost: $4,263E-mail Post Tweet Comments (353)A dental implant functions as an artificial root... |
D49878 | http://www.webmd.com/food-recipes/protein | Protein: Are You Getting Enough? | Protein: Are You Getting Enough? In this Article Choose the Healthiest Sources of Protein Most people get enough protein. But are you making the best protein choices, or are you in a rut? You need protein for your muscles, bones, and the rest of your body. Exactly how much you need changes with age: Babies need about 1... | [
"Protein: Are You Getting Enough?",
"In this Article Choose the Healthiest Sources of Protein Most people get enough protein.",
"But are you making the best protein choices, or are you in a rut?",
"You need protein for your muscles, bones, and the rest of your body.",
"Exactly how much you need changes with... |
D126540 | http://homeguides.sfgate.com/average-cost-homeowners-insurance-3020.html | What Is the Average Cost for Homeowners Insurance? | "Related Articles How to Estimate Homeowners Insurance Costs Is Hazard Insurance the Same as Homeowner's Insurance? How to Calculate Mortgage Insurance Premium What Is Hazard Insurance in My Mortgage Payment? Homeowners insurance, also referred to as hazard insurance, provides a way for a homeowner to cover her losses ... | [
"\"Related Articles How to Estimate Homeowners Insurance Costs Is Hazard Insurance the Same as Homeowner's Insurance?",
"How to Calculate Mortgage Insurance Premium What Is Hazard Insurance in My Mortgage Payment?",
"Homeowners insurance, also referred to as hazard insurance, provides a way for a homeowner to c... |
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📄 ddro-msmarco-document-ranking-dataset
This dataset provides the Top-300K subset of the MS MARCO Document Ranking collection, processed for training and evaluating the DDRO (Direct Document Relevance Optimization) models.
It includes:
- Full document body text.
- Sentence-level tokenization for improved modeling.
- Selection based on document popularity (click counts).
📚 Contents
| File | Description |
|---|---|
msmarco-docs-sents.top.300k.json |
Top-300K documents selected by highest click counts, with sentence tokenization. |
Each entry contains:
docidurltitlebodysents(tokenized sentences list)
📌 Dataset Details
- Source:
MS MARCO Document Ranking collection. here - Selection:
Top-300K documents ranked by click frequency from training qrels. - Preprocessing:
Full body text tokenized into sentences for improved document structure. - Reproducibility:
The full preprocessing pipeline is available here.
Note:
Only the Top-300K split is used. The random sampling is not used for any experiments.
📖 Citation
If you use this dataset, please cite:
@article{mekonnen2025lightweight,
title={Lightweight and Direct Document Relevance Optimization for Generative Information Retrieval},
author={Mekonnen, Kidist Amde and Tang, Yubao and de Rijke, Maarten},
journal={arXiv preprint arXiv:2504.05181},
year={2025}
}
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