QRPO Reference Datasets
Collection
Datasets with reference completions and rewards used in the paper https://arxiv.org/abs/2507.08068.
•
28 items
•
Updated
uuid
stringlengths 36
36
| instruction
stringlengths 29
782
| gen_input_configs
dict | intent
stringlengths 18
315
| knowledge
stringlengths 18
351
| difficulty
stringclasses 3
values | input_quality
stringclasses 2
values | quality_explanation
stringlengths 188
929
| task_category
stringclasses 11
values | input_length
int64 29
782
| 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)
| [0.1796875,0.1875,0.185546875,0.1787109375,0.1826171875,0.1904296875,0.185546875,0.18359375,0.172851(...TRUNCATED)
| [[128006,882,128007,271,40,1097,4560,311,8417,422,264,2728,6500,2068,374,264,1695,6425,369,264,3230,(...TRUNCATED)
| [710,725,581,669,615,669,675,686,713,723,606,662,741,681,647,578,718,643,600,709,797,671,741,735,603(...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)
| [0.169921875,0.1748046875,0.177734375,0.1748046875,0.1630859375,0.1767578125,0.1767578125,0.17578125(...TRUNCATED)
| [[128006,882,128007,271,40,617,264,3488,922,1803,1413,4211,11,11951,2672,1413,2467,3078,43821,39810,(...TRUNCATED)
| [620,606,607,865,644,541,571,605,654,566,690,691,525,562,594,728,676,640,705,580,588,613,600,681,597(...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)
| [0.158203125,0.162109375,0.1787109375,0.1767578125,0.19140625,0.1806640625,0.18359375,0.16015625,0.1(...TRUNCATED)
| [[128006,882,128007,271,40,617,264,65410,33297,323,264,1948,5848,1672,10733,13,2650,649,358,11388,27(...TRUNCATED)
| [591,659,634,661,827,802,713,813,663,669,783,766,570,719,608,824,1094,709,647,733,618,630,653,762,75(...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)
| [0.10693359375,0.10546875,0.09765625,0.09619140625,0.1044921875,0.099609375,0.1083984375,0.110351562(...TRUNCATED)
| [[128006,882,128007,271,40,2846,3411,369,264,1648,311,1893,264,26487,1285,5446,311,16681,449,856,294(...TRUNCATED)
| [865,691,911,656,793,877,844,726,796,723,867,597,673,799,728,546,657,884,753,872,744,698,703,559,726(...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)
| [0.2021484375,0.2060546875,0.216796875,0.1953125,0.2080078125,0.20703125,0.216796875,0.2119140625,0.(...TRUNCATED)
| [[128006,882,128007,271,3923,527,279,26431,323,41295,6070,315,279,6848,304,279,7434,315,16796,35186,(...TRUNCATED)
| [648,574,595,688,578,632,567,816,544,709,605,525,528,781,633,665,689,633,760,642,611,676,571,571,603(...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)
| [0.09326171875,0.1796875,0.15234375,0.134765625,0.1708984375,0.09375,0.146484375,0.171875,0.11132812(...TRUNCATED)
| [[128006,882,128007,271,3923,3560,1587,79366,285,320,95240,315,279,27690,8,1514,304,51110,21849,5848(...TRUNCATED)
| [537,554,372,651,311,674,565,788,445,537,660,366,485,587,522,617,631,555,556,784,502,673,740,458,446(...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)
| [0.1494140625,0.126953125,0.1396484375,0.1396484375,0.150390625,0.1376953125,0.1416015625,0.14746093(...TRUNCATED)
| [[128006,882,128007,271,40,1097,4560,311,3619,279,7434,315,58535,27030,323,1893,1063,23783,369,4236,(...TRUNCATED)
| [545,481,670,518,860,492,495,571,432,656,533,554,490,595,618,597,525,511,481,414,573,526,570,507,597(...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)
| [0.1572265625,0.1552734375,0.1181640625,0.1494140625,0.1494140625,0.1220703125,0.1064453125,0.155273(...TRUNCATED)
| [[128006,882,128007,271,40,3077,1027,3515,459,4360,449,856,9979,13001,304,856,2162,13,578,9979,374,2(...TRUNCATED)
| [530,687,323,581,572,396,238,652,600,536,569,545,457,623,591,585,536,645,556,564,615,471,562,634,530(...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)
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4a63b3ea-696e-537e-a4b0-a3f2656a8f1f
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End of preview. Expand
in Data Studio
qrpo-paper-llama-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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Size of the auto-converted Parquet files (First 5GB per split):
1.98 GB
Number of rows (First 5GB per split):
13,182
Estimated number of rows:
100,104