QRPO Reference Datasets
Collection
Datasets with reference completions and rewards used in the paper https://arxiv.org/abs/2507.08068. • 29 items • Updated
Datasets:
uuid stringlengths 36 36 | instruction stringlengths 29 780 | gen_input_configs dict | intent stringlengths 18 315 | knowledge stringlengths 18 351 | difficulty stringclasses 3
values | input_quality stringclasses 2
values | quality_explanation stringlengths 207 929 | task_category stringclasses 11
values | input_length int64 29 780 | responses listlengths 5 5 | gen_response_configs dict | rewards_armorm listlengths 5 5 | chosen listlengths 2 2 | rejected listlengths 2 2 | chosen_reward_tokens listlengths 61 1.59k | chosen_reward_tokens_len int64 61 1.59k | chosen_reward_text stringlengths 245 6.52k | rejected_reward_tokens listlengths 36 1.81k | rejected_reward_tokens_len int64 36 1.81k | rejected_reward_text stringlengths 182 7.39k | max_chosen_rejected_reward_tokens_len int64 62 1.81k | chosen_rewards float64 0.03 0.41 | rejected_rewards float64 0.02 0.38 | ref_completions listlengths 2 2 | ref_rewards listlengths 50 50 | ref_completions_reward_tokens listlengths 50 50 | ref_completions_reward_tokens_len listlengths 50 50 | ref_completions_reward_texts listlengths 50 50 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6d978758-3406-5b33-883a-2ddcd25e3d7c | "I am trying to determine if a given computer program is a good solution for a specific problem. How(...TRUNCATED) | {
"temperature": 1,
"top_p": 0.99
} | The user wants to evaluate the performance of a computer program | "To solve this problem, the models need to know about program evaluation, performance metrics, and p(...TRUNCATED) | medium | good | "The query is clear and specific about the user's goal, which is to evaluate the performance of a co(...TRUNCATED) | Information seeking | 152 | ["Evaluating the performance of a computer program involves assessing its ability to meet the requir(...TRUNCATED) | {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED) | [{"score":0.1845703125},{"score":0.185546875},{"score":0.18359375},{"score":0.189453125},{"score":0.(...TRUNCATED) | [{"content":"I am trying to determine if a given computer program is a good solution for a specific (...TRUNCATED) | [{"content":"I am trying to determine if a given computer program is a good solution for a specific (...TRUNCATED) | [128006,882,128007,271,40,1097,4560,311,8417,422,264,2728,6500,2068,374,264,1695,6425,369,264,3230,3(...TRUNCATED) | 704 | "<|start_header_id|>user<|end_header_id|>\n\nI am trying to determine if a given computer program is(...TRUNCATED) | [128006,882,128007,271,40,1097,4560,311,8417,422,264,2728,6500,2068,374,264,1695,6425,369,264,3230,3(...TRUNCATED) | 670 | "<|start_header_id|>user<|end_header_id|>\n\nI am trying to determine if a given computer program is(...TRUNCATED) | 704 | 0.189453 | 0.185547 | [{"content":"I am trying to determine if a given computer program is a good solution for a specific (...TRUNCATED) | [0.1865234375,0.19921875,0.1787109375,0.1875,0.185546875,0.1728515625,0.185546875,0.1865234375,0.181(...TRUNCATED) | [[128006,882,128007,271,40,1097,4560,311,8417,422,264,2728,6500,2068,374,264,1695,6425,369,264,3230,(...TRUNCATED) | [768,826,702,829,743,654,640,608,687,709,665,666,702,676,644,734,691,677,605,810,690,617,639,670,719(...TRUNCATED) | ["<|start_header_id|>user<|end_header_id|>\n\nI am trying to determine if a given computer program i(...TRUNCATED) |
cb47e985-3d7c-57f7-9c6f-00231e6784b3 | "I have a question about generative models, specifically Generative Adversarial Networks (GANs). Do (...TRUNCATED) | {
"temperature": 1,
"top_p": 0.995
} | The user wants to know common pitfalls when training a Generative Adversarial Network (GAN) | "To solve this problem, the models need to know the basics of GANs, deep learning, and machine learn(...TRUNCATED) | medium | good | "The user query is clear and specific, asking about common pitfalls when training a Generative Adver(...TRUNCATED) | Information seeking | 158 | ["Generative Adversarial Networks (GANs) can be challenging to train, and there are several common p(...TRUNCATED) | {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED) | [{"score":0.173828125},{"score":0.1796875},{"score":0.1787109375},{"score":0.173828125},{"score":0.1(...TRUNCATED) | [{"content":"I have a question about generative models, specifically Generative Adversarial Networks(...TRUNCATED) | [{"content":"I have a question about generative models, specifically Generative Adversarial Networks(...TRUNCATED) | [128006,882,128007,271,40,617,264,3488,922,1803,1413,4211,11,11951,2672,1413,2467,3078,43821,39810,3(...TRUNCATED) | 608 | "<|start_header_id|>user<|end_header_id|>\n\nI have a question about generative models, specifically(...TRUNCATED) | [128006,882,128007,271,40,617,264,3488,922,1803,1413,4211,11,11951,2672,1413,2467,3078,43821,39810,3(...TRUNCATED) | 650 | "<|start_header_id|>user<|end_header_id|>\n\nI have a question about generative models, specifically(...TRUNCATED) | 650 | 0.173828 | 0.170898 | [{"content":"I have a question about generative models, specifically Generative Adversarial Networks(...TRUNCATED) | [0.162109375,0.171875,0.1728515625,0.158203125,0.1669921875,0.1748046875,0.169921875,0.1728515625,0.(...TRUNCATED) | [[128006,882,128007,271,40,617,264,3488,922,1803,1413,4211,11,11951,2672,1413,2467,3078,43821,39810,(...TRUNCATED) | [616,680,795,722,660,678,667,760,654,638,668,623,568,627,521,663,611,806,765,723,694,706,641,643,671(...TRUNCATED) | ["<|start_header_id|>user<|end_header_id|>\n\nI have a question about generative models, specificall(...TRUNCATED) |
7b4cecf5-9b18-5fbb-be21-e7b7dc29d7ae | "I have a cooled magnet and a topological insulator. How can I detect the propagation of Majorana ze(...TRUNCATED) | {
"temperature": 1.1,
"top_p": 0.995
} | "The user wants to detect the propagation of Majorana zero modes using a cooled magnet and a topolog(...TRUNCATED) | "To solve this problem, the models need to know quantum mechanics, condensed matter physics, and the(...TRUNCATED) | hard | good | "The query is clear and specific, with a clear mention of the materials used (cooled magnet and topo(...TRUNCATED) | Information seeking | 108 | ["What a fascinating topic!\n\nTo detect the propagation of Majorana zero modes (MZMs) in a topologi(...TRUNCATED) | {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED) | [{"score":0.19140625},{"score":0.18359375},{"score":0.1884765625},{"score":0.1884765625},{"score":0.(...TRUNCATED) | [{"content":"I have a cooled magnet and a topological insulator. How can I detect the propagation of(...TRUNCATED) | [{"content":"I have a cooled magnet and a topological insulator. How can I detect the propagation of(...TRUNCATED) | [128006,882,128007,271,40,617,264,65410,33297,323,264,1948,5848,1672,10733,13,2650,649,358,11388,279(...TRUNCATED) | 766 | "<|start_header_id|>user<|end_header_id|>\n\nI have a cooled magnet and a topological insulator. How(...TRUNCATED) | [128006,882,128007,271,40,617,264,65410,33297,323,264,1948,5848,1672,10733,13,2650,649,358,11388,279(...TRUNCATED) | 788 | "<|start_header_id|>user<|end_header_id|>\n\nI have a cooled magnet and a topological insulator. How(...TRUNCATED) | 788 | 0.192383 | 0.180664 | [{"content":"I have a cooled magnet and a topological insulator. How can I detect the propagation of(...TRUNCATED) | [0.1591796875,0.1591796875,0.1669921875,0.162109375,0.1630859375,0.1611328125,0.1689453125,0.1328125(...TRUNCATED) | [[128006,882,128007,271,40,617,264,65410,33297,323,264,1948,5848,1672,10733,13,2650,649,358,11388,27(...TRUNCATED) | [594,600,726,822,979,830,807,768,655,892,693,605,782,777,776,616,757,676,674,820,793,720,707,768,651(...TRUNCATED) | ["<|start_header_id|>user<|end_header_id|>\n\nI have a cooled magnet and a topological insulator. Ho(...TRUNCATED) |
6313871b-19ae-5199-8f6e-bf65cbe4d2e5 | "I'm looking for a way to create a RESTful API to interact with my SQLite database using Python and (...TRUNCATED) | {
"temperature": 1,
"top_p": 0.99
} | The user wants to create a RESTful API to interact with a SQLite database using Python and Flask | "To solve this problem, the models need to know Python programming, Flask framework, RESTful API con(...TRUNCATED) | medium | good | "The query is clear and concise, stating the specific goal of creating a RESTful API to interact wit(...TRUNCATED) | Coding & Debugging | 105 | ["Here's a step-by-step guide to creating a RESTful API using Python, Flask, and SQLite:\n\n**Step 1(...TRUNCATED) | {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED) | [{"score":0.109375},{"score":0.103515625},{"score":0.107421875},{"score":0.10693359375},{"score":0.1(...TRUNCATED) | [{"content":"I'm looking for a way to create a RESTful API to interact with my SQLite database using(...TRUNCATED) | [{"content":"I'm looking for a way to create a RESTful API to interact with my SQLite database using(...TRUNCATED) | [128006,882,128007,271,40,2846,3411,369,264,1648,311,1893,264,26487,1285,5446,311,16681,449,856,2943(...TRUNCATED) | 746 | "<|start_header_id|>user<|end_header_id|>\n\nI'm looking for a way to create a RESTful API to intera(...TRUNCATED) | [128006,882,128007,271,40,2846,3411,369,264,1648,311,1893,264,26487,1285,5446,311,16681,449,856,2943(...TRUNCATED) | 987 | "<|start_header_id|>user<|end_header_id|>\n\nI'm looking for a way to create a RESTful API to intera(...TRUNCATED) | 987 | 0.105957 | 0.101074 | [{"content":"I'm looking for a way to create a RESTful API to interact with my SQLite database using(...TRUNCATED) | [0.09814453125,0.1083984375,0.10400390625,0.1064453125,0.1015625,0.10546875,0.103515625,0.1015625,0.(...TRUNCATED) | [[128006,882,128007,271,40,2846,3411,369,264,1648,311,1893,264,26487,1285,5446,311,16681,449,856,294(...TRUNCATED) | [1053,1001,920,824,991,842,915,1000,1062,808,863,1271,751,844,1292,671,778,1006,1003,748,1046,643,10(...TRUNCATED) | ["<|start_header_id|>user<|end_header_id|>\n\nI'm looking for a way to create a RESTful API to inter(...TRUNCATED) |
767cd4cb-0e7a-57da-a46d-939b8e8c34a1 | "What are the significance and organizational structure of the ideas in the concept of ai governance(...TRUNCATED) | {
"temperature": 1.25,
"top_p": 0.99
} | "The user wants to understand the concept of AI governance, specifically the significance and organi(...TRUNCATED) | "To solve this problem, the models need to know about AI governance, its concepts, and the organizat(...TRUNCATED) | medium | good | "The query is clear and specific, asking about the significance and organizational structure of the (...TRUNCATED) | Information seeking | 100 | ["The concept of AI governance refers to the development and implementation of policies, regulations(...TRUNCATED) | {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED) | [{"score":0.2001953125},{"score":0.205078125},{"score":0.22265625},{"score":0.21484375},{"score":0.2(...TRUNCATED) | [{"content":"What are the significance and organizational structure of the ideas in the concept of a(...TRUNCATED) | [{"content":"What are the significance and organizational structure of the ideas in the concept of a(...TRUNCATED) | [128006,882,128007,271,3923,527,279,26431,323,41295,6070,315,279,6848,304,279,7434,315,16796,35186,3(...TRUNCATED) | 553 | "<|start_header_id|>user<|end_header_id|>\n\nWhat are the significance and organizational structure (...TRUNCATED) | [128006,882,128007,271,3923,527,279,26431,323,41295,6070,315,279,6848,304,279,7434,315,16796,35186,3(...TRUNCATED) | 604 | "<|start_header_id|>user<|end_header_id|>\n\nWhat are the significance and organizational structure (...TRUNCATED) | 604 | 0.222656 | 0.199219 | [{"content":"What are the significance and organizational structure of the ideas in the concept of a(...TRUNCATED) | [0.2001953125,0.2080078125,0.193359375,0.2138671875,0.2001953125,0.181640625,0.2080078125,0.19824218(...TRUNCATED) | [[128006,882,128007,271,3923,527,279,26431,323,41295,6070,315,279,6848,304,279,7434,315,16796,35186,(...TRUNCATED) | [632,616,698,700,553,685,644,705,525,927,808,626,655,556,781,701,668,602,831,661,627,512,731,623,609(...TRUNCATED) | ["<|start_header_id|>user<|end_header_id|>\n\nWhat are the significance and organizational structure(...TRUNCATED) |
17a91a99-6d71-5d0a-93dc-b5a1d98a1ff9 | "What role does Artemis (Titan of the Hunt) play in retaining mythological, folklore, and cultural s(...TRUNCATED) | {
"temperature": 1.25,
"top_p": 0.99
} | "The user wants to understand the role of Artemis in Japanese mythology and its cultural significanc(...TRUNCATED) | "To solve this problem, the models need to know about Japanese mythology, Greek mythology, and the c(...TRUNCATED) | medium | good | "The query is well-structured and specific, asking about a specific deity (Artemis) and its role in (...TRUNCATED) | Information seeking | 133 | ["Artemis, the Titan of the Hunt, does not have a significant role in Japanese mythology. Artemis is(...TRUNCATED) | {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED) | [{"score":0.1845703125},{"score":0.1806640625},{"score":0.1748046875},{"score":0.1923828125},{"score(...TRUNCATED) | [{"content":"What role does Artemis (Titan of the Hunt) play in retaining mythological, folklore, an(...TRUNCATED) | [{"content":"What role does Artemis (Titan of the Hunt) play in retaining mythological, folklore, an(...TRUNCATED) | [128006,882,128007,271,3923,3560,1587,79366,285,320,95240,315,279,27690,8,1514,304,51110,21849,5848,(...TRUNCATED) | 402 | "<|start_header_id|>user<|end_header_id|>\n\nWhat role does Artemis (Titan of the Hunt) play in reta(...TRUNCATED) | [128006,882,128007,271,3923,3560,1587,79366,285,320,95240,315,279,27690,8,1514,304,51110,21849,5848,(...TRUNCATED) | 449 | "<|start_header_id|>user<|end_header_id|>\n\nWhat role does Artemis (Titan of the Hunt) play in reta(...TRUNCATED) | 449 | 0.192383 | 0.166992 | [{"content":"What role does Artemis (Titan of the Hunt) play in retaining mythological, folklore, an(...TRUNCATED) | [0.1083984375,0.0986328125,0.1259765625,0.107421875,0.11572265625,0.1337890625,0.111328125,0.1298828(...TRUNCATED) | [[128006,882,128007,271,3923,3560,1587,79366,285,320,95240,315,279,27690,8,1514,304,51110,21849,5848(...TRUNCATED) | [670,778,756,656,799,578,737,810,597,642,610,612,449,640,523,486,666,524,475,757,547,688,674,747,833(...TRUNCATED) | ["<|start_header_id|>user<|end_header_id|>\n\nWhat role does Artemis (Titan of the Hunt) play in ret(...TRUNCATED) |
2e69972b-24b4-56fe-8417-d42ead51e226 | "I am trying to understand the concept of complementary angles and create some exercises for student(...TRUNCATED) | {
"temperature": 1.2,
"top_p": 1
} | "The user wants to understand the concept of complementary angles and create exercises for students (...TRUNCATED) | "To solve this problem, the models need to know the definition and properties of complementary angle(...TRUNCATED) | medium | good | "The user query is clear and specific about the topic of complementary angles and the desired outcom(...TRUNCATED) | Math | 113 | ["Complementary angles are a fundamental concept in geometry, and practicing them can help students (...TRUNCATED) | {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED) | [{"score":0.14453125},{"score":0.140625},{"score":0.1435546875},{"score":0.146484375},{"score":0.145(...TRUNCATED) | [{"content":"I am trying to understand the concept of complementary angles and create some exercises(...TRUNCATED) | [{"content":"I am trying to understand the concept of complementary angles and create some exercises(...TRUNCATED) | [128006,882,128007,271,40,1097,4560,311,3619,279,7434,315,58535,27030,323,1893,1063,23783,369,4236,3(...TRUNCATED) | 599 | "<|start_header_id|>user<|end_header_id|>\n\nI am trying to understand the concept of complementary (...TRUNCATED) | [128006,882,128007,271,40,1097,4560,311,3619,279,7434,315,58535,27030,323,1893,1063,23783,369,4236,3(...TRUNCATED) | 626 | "<|start_header_id|>user<|end_header_id|>\n\nI am trying to understand the concept of complementary (...TRUNCATED) | 626 | 0.147461 | 0.140625 | [{"content":"I am trying to understand the concept of complementary angles and create some exercises(...TRUNCATED) | [0.1123046875,0.1396484375,0.126953125,0.11962890625,0.140625,0.1474609375,0.1513671875,0.125,0.1269(...TRUNCATED) | [[128006,882,128007,271,40,1097,4560,311,3619,279,7434,315,58535,27030,323,1893,1063,23783,369,4236,(...TRUNCATED) | [733,707,565,664,527,658,702,544,629,703,529,729,611,757,870,542,529,558,700,417,476,581,634,557,591(...TRUNCATED) | ["<|start_header_id|>user<|end_header_id|>\n\nI am trying to understand the concept of complementary(...TRUNCATED) |
674ddc64-3583-52e0-8a5c-7ba792fe4dd5 | "I've been having an issue with my kitchen lights in my home. The kitchen is a big open area with a (...TRUNCATED) | {
"temperature": 1.1,
"top_p": 1
} | "The user wants to improve the lighting in their kitchen by adding additional lighting without clutt(...TRUNCATED) | "To solve this problem, the models need to know about lighting design, types of light fixtures, and (...TRUNCATED) | medium | good | "The user query is clear and specific about the issue they're experiencing with their kitchen lights(...TRUNCATED) | Planning | 326 | ["I'm happy to help you with that!\n\nIt sounds like you're facing a common issue in large, open-pla(...TRUNCATED) | {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED) | [{"score":0.1630859375},{"score":0.16015625},{"score":0.1318359375},{"score":0.1640625},{"score":0.1(...TRUNCATED) | [{"content":"I've been having an issue with my kitchen lights in my home. The kitchen is a big open (...TRUNCATED) | [{"content":"I've been having an issue with my kitchen lights in my home. The kitchen is a big open (...TRUNCATED) | [128006,882,128007,271,40,3077,1027,3515,459,4360,449,856,9979,13001,304,856,2162,13,578,9979,374,26(...TRUNCATED) | 689 | "<|start_header_id|>user<|end_header_id|>\n\nI've been having an issue with my kitchen lights in my (...TRUNCATED) | [128006,882,128007,271,40,3077,1027,3515,459,4360,449,856,9979,13001,304,856,2162,13,578,9979,374,26(...TRUNCATED) | 496 | "<|start_header_id|>user<|end_header_id|>\n\nI've been having an issue with my kitchen lights in my (...TRUNCATED) | 689 | 0.165039 | 0.130859 | [{"content":"I've been having an issue with my kitchen lights in my home. The kitchen is a big open (...TRUNCATED) | [0.16015625,0.1572265625,0.1650390625,0.162109375,0.15625,0.16015625,0.158203125,0.1640625,0.1582031(...TRUNCATED) | [[128006,882,128007,271,40,3077,1027,3515,459,4360,449,856,9979,13001,304,856,2162,13,578,9979,374,2(...TRUNCATED) | [562,617,594,752,707,647,633,673,654,534,679,655,600,681,754,650,606,594,608,728,647,734,676,587,747(...TRUNCATED) | ["<|start_header_id|>user<|end_header_id|>\n\nI've been having an issue with my kitchen lights in my(...TRUNCATED) |
4d610511-05eb-56a5-bbee-091327c31458 | "In a pair, provide an honesty box and a dish representative of a cultural choice for each of the fo(...TRUNCATED) | {
"temperature": 1.2,
"top_p": 0.995
} | "The user wants to provide a pair of honesty box and a dish representative of a cultural choice for (...TRUNCATED) | "To solve this problem, the models need to know about the cultural practices and traditions of each (...TRUNCATED) | medium | good | "The query is clear and specific, providing a list of requirements for four different trips. The use(...TRUNCATED) | Information seeking | 150 | ["Here are some suggestions for honesty boxes and dishes that represent a cultural choice for each o(...TRUNCATED) | {"engine":"vllm","max_tokens":4096,"output_generator":"meta-llama/Meta-Llama-3-8B-Instruct","prompt"(...TRUNCATED) | [{"score":0.185546875},{"score":0.1884765625},{"score":0.1572265625},{"score":0.1875},{"score":0.150(...TRUNCATED) | [{"content":"In a pair, provide an honesty box and a dish representative of a cultural choice for ea(...TRUNCATED) | [{"content":"In a pair, provide an honesty box and a dish representative of a cultural choice for ea(...TRUNCATED) | [128006,882,128007,271,644,264,6857,11,3493,459,48948,3830,323,264,12269,18740,315,264,13042,5873,36(...TRUNCATED) | 378 | "<|start_header_id|>user<|end_header_id|>\n\nIn a pair, provide an honesty box and a dish representa(...TRUNCATED) | [128006,882,128007,271,644,264,6857,11,3493,459,48948,3830,323,264,12269,18740,315,264,13042,5873,36(...TRUNCATED) | 420 | "<|start_header_id|>user<|end_header_id|>\n\nIn a pair, provide an honesty box and a dish representa(...TRUNCATED) | 420 | 0.185547 | 0.149414 | [{"content":"In a pair, provide an honesty box and a dish representative of a cultural choice for ea(...TRUNCATED) | [0.18359375,0.18359375,0.1494140625,0.1474609375,0.16015625,0.125,0.1923828125,0.1513671875,0.161132(...TRUNCATED) | [[128006,882,128007,271,644,264,6857,11,3493,459,48948,3830,323,264,12269,18740,315,264,13042,5873,3(...TRUNCATED) | [549,664,516,611,546,631,557,667,513,748,472,539,619,667,386,672,634,578,624,442,718,539,468,454,729(...TRUNCATED) | ["<|start_header_id|>user<|end_header_id|>\n\nIn a pair, provide an honesty box and a dish represent(...TRUNCATED) |
4a63b3ea-696e-537e-a4b0-a3f2656a8f1f | "I have a Maven project with several modules. Each module is a microservice that uses Kotlin program(...TRUNCATED) | {
"temperature": 1.1,
"top_p": 0.995
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qrpo-paper-mistral-sft-magpieair-armorm-temp1-ref50-offline-armorm
Dataset with reference completions and rewards for a specific model and reward model, ready for training with the QRPO reference codebase (https://github.com/CLAIRE-Labo/quantile-reward-policy-optimization).
Part of the dataset collection for the paper Quantile Reward Policy Optimization: Alignment with Pointwise Regression and Exact Partition Functions (https://arxiv.org/pdf/2507.08068).
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