open-reason / data /release /manifest.yaml
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dataset: open-reason
pipeline_version: 1.3.8
generated_at: '2026-08-19T01:35:28Z'
complete: true
configs:
- coding
- reasoning
- science
- mathematics
- human
- education
- core
- verified
- all
reports:
coding:
config: coding
generated: 359
validated: 355
kept: 354
validation_failures: 3
reddit_rejected: 1
dedup:
input_count: 355
kept: 354
exact_duplicates: 0
normalized_duplicates: 0
near_duplicates: 1
dropped: 1
contamination:
checked: 354
hit_count: 0
rate: 0.0
hits: []
statistics:
config: coding
total_examples: 354
verified_examples: 340
synthetic_examples: 332
human_authored_examples: 0
source_derived_examples: 22
by_domain:
coding: 354
by_task_type:
code_generation: 217
debugging: 90
algorithm_design: 5
performance_analysis: 1
refactoring: 1
code_completion: 1
test_generation: 1
sql: 24
concept_explanation: 6
debugging_exercise: 4
applied_exercise: 4
by_difficulty:
beginner: 161
intermediate: 95
advanced: 69
expert: 19
introductory: 10
by_education_level:
unspecified: 340
undergraduate: 14
by_quality_tier:
S: 340
A: 14
by_source_type:
synthetic: 332
open_source: 10
community: 12
by_source:
open_reason.generation.coding: 318
psf/requests: 5
encode/httpx: 2
pallets/click: 3
stackoverflow: 12
open_reason.generation.coding_languages: 14
by_license:
Apache-2.0: 349
BSD-3-Clause: 5
by_language:
python: 302
sql: 26
javascript: 15
typescript: 2
c: 1
rust: 1
go: 1
java: 1
cpp: 1
kotlin: 1
haskell: 1
shell: 1
csharp: 1
review_queue_size: 14
reasoning:
config: reasoning
generated: 534
validated: 534
kept: 381
validation_failures: 0
reddit_rejected: 0
dedup:
input_count: 525
kept: 381
exact_duplicates: 100
normalized_duplicates: 0
near_duplicates: 44
dropped: 144
contamination:
checked: 381
hit_count: 0
rate: 0.0
hits: []
statistics:
config: reasoning
total_examples: 381
verified_examples: 381
synthetic_examples: 373
human_authored_examples: 0
source_derived_examples: 8
by_domain:
reasoning: 381
by_task_type:
planning: 59
classification: 74
information_extraction: 28
comparison: 32
causal_reasoning: 8
temporal_reasoning: 44
constraint_satisfaction: 43
decision_analysis: 25
argument_analysis: 13
quantitative_reasoning: 39
troubleshooting: 16
by_difficulty:
intermediate: 102
beginner: 241
introductory: 38
by_education_level:
unspecified: 381
by_quality_tier:
S: 381
by_source_type:
synthetic: 373
community: 8
by_source:
open_reason.generation.reasoning: 373
stackoverflow: 8
by_license:
Apache-2.0: 381
by_language:
n/a: 381
review_queue_size: 0
science:
config: science
generated: 518
validated: 518
kept: 368
validation_failures: 0
reddit_rejected: 0
dedup:
input_count: 400
kept: 368
exact_duplicates: 32
normalized_duplicates: 0
near_duplicates: 0
dropped: 32
contamination:
checked: 368
hit_count: 0
rate: 0.0
hits: []
statistics:
config: science
total_examples: 368
verified_examples: 368
synthetic_examples: 368
human_authored_examples: 0
source_derived_examples: 0
by_domain:
science: 368
by_task_type:
calculation: 346
interpretation: 7
modeling: 9
experimental_design: 6
by_difficulty:
beginner: 293
intermediate: 23
introductory: 52
by_education_level:
unspecified: 368
by_quality_tier:
S: 368
by_source_type:
synthetic: 368
by_source:
open_reason.generation.science: 368
by_license:
Apache-2.0: 368
by_language:
n/a: 368
review_queue_size: 0
mathematics:
config: mathematics
generated: 724
validated: 708
kept: 648
validation_failures: 0
reddit_rejected: 16
dedup:
input_count: 674
kept: 648
exact_duplicates: 24
normalized_duplicates: 2
near_duplicates: 0
dropped: 26
contamination:
checked: 648
hit_count: 0
rate: 0.0
hits: []
statistics:
config: mathematics
total_examples: 648
verified_examples: 648
synthetic_examples: 648
human_authored_examples: 0
source_derived_examples: 0
by_domain:
mathematics: 648
by_task_type:
algebra: 194
arithmetic: 12
number_theory: 113
calculus: 22
trigonometry: 22
geometry: 66
discrete_mathematics: 42
probability: 11
statistics: 24
linear_algebra: 64
optimization: 10
numerical_methods: 16
proof: 3
sequences: 49
by_difficulty:
beginner: 447
intermediate: 31
introductory: 170
by_education_level:
unspecified: 648
by_quality_tier:
S: 648
by_source_type:
synthetic: 648
by_source:
open_reason.generation.mathematics: 648
by_license:
Apache-2.0: 648
by_language:
n/a: 648
review_queue_size: 0
human:
config: human
generated: 268
validated: 268
kept: 268
validation_failures: 0
reddit_rejected: 0
dedup:
input_count: 268
kept: 268
exact_duplicates: 0
normalized_duplicates: 0
near_duplicates: 0
dropped: 0
contamination:
checked: 268
hit_count: 0
rate: 0.0
hits: []
statistics:
config: human
total_examples: 268
verified_examples: 240
synthetic_examples: 240
human_authored_examples: 28
source_derived_examples: 0
by_domain:
human: 268
by_task_type:
teaching: 16
research_synthesis: 2
qualitative_reasoning: 2
planning: 80
constraint_satisfaction: 80
explanation: 8
structured_reasoning: 80
by_difficulty:
beginner: 178
intermediate: 85
introductory: 5
by_education_level:
unspecified: 268
by_quality_tier:
A: 28
S: 240
by_source_type:
human_authored: 28
synthetic: 240
by_source:
teach-hash-collision: 1
teach-acid: 1
teach-p-vs-np: 1
teach-bayes: 1
teach-git-rebase: 1
teach-cache-invalidation: 1
teach-experimental-control: 1
teach-unit-vs-integration: 1
synth-consensus: 1
synth-incident: 1
qual-tradeoff: 1
qual-ethics-eval: 1
open_reason.generation.human: 240
explain-backpressure: 1
explain-idempotency: 1
explain-statistical-vs-practical: 1
explain-repro-science: 1
explain-sre-error-budget: 1
explain-floating-sum: 1
explain-cap: 1
explain-test-oracle: 1
teach-provenance-unknown: 1
teach-verbatim-false: 1
teach-nc-not-relicense: 1
teach-verified-flag: 1
teach-holdout: 1
teach-http-cache: 1
teach-index-selectivity: 1
teach-float-money: 1
by_license:
Apache-2.0: 268
by_language:
n/a: 268
review_queue_size: 28
education:
config: education
generated: 351
validated: 345
kept: 337
validation_failures: 5
reddit_rejected: 1
dedup:
input_count: 337
kept: 337
exact_duplicates: 0
normalized_duplicates: 0
near_duplicates: 0
dropped: 0
contamination:
checked: 337
hit_count: 0
rate: 0.0
hits: []
statistics:
config: education
total_examples: 337
verified_examples: 103
synthetic_examples: 329
human_authored_examples: 0
source_derived_examples: 8
by_domain:
coding: 201
mathematics: 66
science: 54
reasoning: 8
human: 8
by_task_type:
concept_explanation: 68
simple_exercise: 89
debugging_exercise: 64
applied_exercise: 76
numerical: 9
diagnostic_misconception: 19
sql_generation: 2
troubleshooting: 8
teaching: 2
by_difficulty:
beginner: 176
intermediate: 7
introductory: 154
by_education_level:
high_school: 142
introductory_college: 66
undergraduate: 66
k5: 7
middle_school: 5
professional: 43
unspecified: 8
by_quality_tier:
A: 234
S: 103
by_source_type:
synthetic: 329
community: 8
by_source:
open_reason.generation.education: 46
open_reason.generation.coverage_tasks: 194
khan_academy_computing: 6
mit_opencourseware: 5
harvard_cs50: 5
openstax: 5
mdn: 5
the_odin_project: 5
python_docs: 8
rust_docs: 5
go_docs: 5
w3c_whatwg: 5
sqlite_docs: 5
postgresql_docs: 5
linux_man_pages: 5
nasa_education: 4
noaa_education: 4
usgs_education: 4
stackoverflow: 8
oer_commons: 4
wikibooks: 4
by_license:
Apache-2.0: 337
by_language:
python: 133
n/a: 136
sql: 17
javascript: 18
rust: 9
go: 9
c: 10
html: 5
review_queue_size: 234
all:
config: all
generated: 2356
validated: 2356
kept: 2348
validation_failures: 0
reddit_rejected: 0
dedup:
input_count: 2348
kept: 2348
exact_duplicates: 0
normalized_duplicates: 0
near_duplicates: 0
dropped: 0
contamination:
checked: 2348
hit_count: 0
rate: 0.0
hits: []
statistics:
config: all
total_examples: 2348
verified_examples: 2072
synthetic_examples: 2290
human_authored_examples: 28
source_derived_examples: 30
by_domain:
coding: 555
reasoning: 381
science: 422
mathematics: 714
human: 276
by_task_type:
code_generation: 217
debugging: 90
algorithm_design: 5
performance_analysis: 1
refactoring: 1
code_completion: 1
test_generation: 1
sql: 24
concept_explanation: 74
debugging_exercise: 68
applied_exercise: 80
planning: 139
classification: 74
information_extraction: 28
comparison: 32
causal_reasoning: 8
temporal_reasoning: 44
constraint_satisfaction: 123
decision_analysis: 25
argument_analysis: 13
quantitative_reasoning: 39
troubleshooting: 16
calculation: 346
interpretation: 7
modeling: 9
experimental_design: 6
algebra: 194
arithmetic: 12
number_theory: 113
calculus: 22
trigonometry: 22
geometry: 66
discrete_mathematics: 42
probability: 11
statistics: 24
linear_algebra: 64
optimization: 10
numerical_methods: 16
proof: 3
sequences: 49
teaching: 18
research_synthesis: 2
qualitative_reasoning: 2
explanation: 8
structured_reasoning: 80
simple_exercise: 89
numerical: 9
diagnostic_misconception: 19
sql_generation: 2
by_difficulty:
beginner: 1488
intermediate: 343
advanced: 69
expert: 19
introductory: 429
by_education_level:
unspecified: 2005
undergraduate: 80
high_school: 142
introductory_college: 66
k5: 7
middle_school: 5
professional: 43
by_quality_tier:
S: 2072
A: 276
by_source_type:
synthetic: 2290
open_source: 10
community: 20
human_authored: 28
by_source:
open_reason.generation.coding: 318
psf/requests: 5
encode/httpx: 2
pallets/click: 3
stackoverflow: 20
open_reason.generation.coding_languages: 14
open_reason.generation.reasoning: 373
open_reason.generation.science: 368
open_reason.generation.mathematics: 648
teach-hash-collision: 1
teach-acid: 1
teach-p-vs-np: 1
teach-bayes: 1
teach-git-rebase: 1
teach-cache-invalidation: 1
teach-experimental-control: 1
teach-unit-vs-integration: 1
synth-consensus: 1
synth-incident: 1
qual-tradeoff: 1
qual-ethics-eval: 1
open_reason.generation.human: 240
explain-backpressure: 1
explain-idempotency: 1
explain-statistical-vs-practical: 1
explain-repro-science: 1
explain-sre-error-budget: 1
explain-floating-sum: 1
explain-cap: 1
explain-test-oracle: 1
teach-provenance-unknown: 1
teach-verbatim-false: 1
teach-nc-not-relicense: 1
teach-verified-flag: 1
teach-holdout: 1
teach-http-cache: 1
teach-index-selectivity: 1
teach-float-money: 1
open_reason.generation.education: 46
open_reason.generation.coverage_tasks: 194
khan_academy_computing: 6
mit_opencourseware: 5
harvard_cs50: 5
openstax: 5
mdn: 5
the_odin_project: 5
python_docs: 8
rust_docs: 5
go_docs: 5
w3c_whatwg: 5
sqlite_docs: 5
postgresql_docs: 5
linux_man_pages: 5
nasa_education: 4
noaa_education: 4
usgs_education: 4
oer_commons: 4
wikibooks: 4
by_license:
Apache-2.0: 2343
BSD-3-Clause: 5
by_language:
python: 435
sql: 43
javascript: 33
typescript: 2
c: 11
rust: 10
go: 10
java: 1
cpp: 1
kotlin: 1
haskell: 1
shell: 1
csharp: 1
n/a: 1793
html: 5
review_queue_size: 276
core:
config: core
generated: 2348
validated: 2348
kept: 2348
validation_failures: 0
reddit_rejected: 0
dedup:
input_count: 2348
kept: 2348
exact_duplicates: 0
normalized_duplicates: 0
near_duplicates: 0
dropped: 0
contamination:
checked: 2348
hit_count: 0
rate: 0.0
hits: []
statistics:
config: core
total_examples: 2348
verified_examples: 2072
synthetic_examples: 2290
human_authored_examples: 28
source_derived_examples: 30
by_domain:
coding: 555
reasoning: 381
science: 422
mathematics: 714
human: 276
by_task_type:
code_generation: 217
debugging: 90
algorithm_design: 5
performance_analysis: 1
refactoring: 1
code_completion: 1
test_generation: 1
sql: 24
concept_explanation: 74
debugging_exercise: 68
applied_exercise: 80
planning: 139
classification: 74
information_extraction: 28
comparison: 32
causal_reasoning: 8
temporal_reasoning: 44
constraint_satisfaction: 123
decision_analysis: 25
argument_analysis: 13
quantitative_reasoning: 39
troubleshooting: 16
calculation: 346
interpretation: 7
modeling: 9
experimental_design: 6
algebra: 194
arithmetic: 12
number_theory: 113
calculus: 22
trigonometry: 22
geometry: 66
discrete_mathematics: 42
probability: 11
statistics: 24
linear_algebra: 64
optimization: 10
numerical_methods: 16
proof: 3
sequences: 49
teaching: 18
research_synthesis: 2
qualitative_reasoning: 2
explanation: 8
structured_reasoning: 80
simple_exercise: 89
numerical: 9
diagnostic_misconception: 19
sql_generation: 2
by_difficulty:
beginner: 1488
intermediate: 343
advanced: 69
expert: 19
introductory: 429
by_education_level:
unspecified: 2005
undergraduate: 80
high_school: 142
introductory_college: 66
k5: 7
middle_school: 5
professional: 43
by_quality_tier:
S: 2072
A: 276
by_source_type:
synthetic: 2290
open_source: 10
community: 20
human_authored: 28
by_source:
open_reason.generation.coding: 318
psf/requests: 5
encode/httpx: 2
pallets/click: 3
stackoverflow: 20
open_reason.generation.coding_languages: 14
open_reason.generation.reasoning: 373
open_reason.generation.science: 368
open_reason.generation.mathematics: 648
teach-hash-collision: 1
teach-acid: 1
teach-p-vs-np: 1
teach-bayes: 1
teach-git-rebase: 1
teach-cache-invalidation: 1
teach-experimental-control: 1
teach-unit-vs-integration: 1
synth-consensus: 1
synth-incident: 1
qual-tradeoff: 1
qual-ethics-eval: 1
open_reason.generation.human: 240
explain-backpressure: 1
explain-idempotency: 1
explain-statistical-vs-practical: 1
explain-repro-science: 1
explain-sre-error-budget: 1
explain-floating-sum: 1
explain-cap: 1
explain-test-oracle: 1
teach-provenance-unknown: 1
teach-verbatim-false: 1
teach-nc-not-relicense: 1
teach-verified-flag: 1
teach-holdout: 1
teach-http-cache: 1
teach-index-selectivity: 1
teach-float-money: 1
open_reason.generation.education: 46
open_reason.generation.coverage_tasks: 194
khan_academy_computing: 6
mit_opencourseware: 5
harvard_cs50: 5
openstax: 5
mdn: 5
the_odin_project: 5
python_docs: 8
rust_docs: 5
go_docs: 5
w3c_whatwg: 5
sqlite_docs: 5
postgresql_docs: 5
linux_man_pages: 5
nasa_education: 4
noaa_education: 4
usgs_education: 4
oer_commons: 4
wikibooks: 4
by_license:
Apache-2.0: 2343
BSD-3-Clause: 5
by_language:
python: 435
sql: 43
javascript: 33
typescript: 2
c: 11
rust: 10
go: 10
java: 1
cpp: 1
kotlin: 1
haskell: 1
shell: 1
csharp: 1
n/a: 1793
html: 5
review_queue_size: 276
verified:
config: verified
generated: 2072
validated: 2072
kept: 2072
validation_failures: 0
reddit_rejected: 0
dedup:
input_count: 2072
kept: 2072
exact_duplicates: 0
normalized_duplicates: 0
near_duplicates: 0
dropped: 0
contamination:
checked: 2072
hit_count: 0
rate: 0.0
hits: []
statistics:
config: verified
total_examples: 2072
verified_examples: 2072
synthetic_examples: 2042
human_authored_examples: 0
source_derived_examples: 30
by_domain:
coding: 356
reasoning: 381
science: 401
mathematics: 694
human: 240
by_task_type:
code_generation: 217
debugging: 90
algorithm_design: 5
performance_analysis: 1
refactoring: 1
code_completion: 1
test_generation: 1
sql: 24
planning: 139
classification: 74
information_extraction: 28
comparison: 32
causal_reasoning: 8
temporal_reasoning: 44
constraint_satisfaction: 123
decision_analysis: 25
argument_analysis: 13
quantitative_reasoning: 39
troubleshooting: 16
calculation: 346
interpretation: 7
modeling: 9
experimental_design: 6
algebra: 194
arithmetic: 12
number_theory: 113
calculus: 22
trigonometry: 22
geometry: 66
discrete_mathematics: 42
probability: 11
statistics: 24
linear_algebra: 64
optimization: 10
numerical_methods: 16
proof: 3
sequences: 49
structured_reasoning: 80
simple_exercise: 55
applied_exercise: 20
numerical: 9
concept_explanation: 1
debugging_exercise: 10
by_difficulty:
beginner: 1355
intermediate: 330
advanced: 69
expert: 19
introductory: 299
by_education_level:
unspecified: 1977
k5: 5
high_school: 73
introductory_college: 4
undergraduate: 11
professional: 2
by_quality_tier:
S: 2072
by_source_type:
synthetic: 2042
open_source: 10
community: 20
by_source:
open_reason.generation.coding: 318
psf/requests: 5
encode/httpx: 2
pallets/click: 3
stackoverflow: 20
open_reason.generation.reasoning: 373
open_reason.generation.science: 368
open_reason.generation.mathematics: 648
open_reason.generation.human: 240
open_reason.generation.education: 22
open_reason.generation.coverage_tasks: 55
khan_academy_computing: 3
mit_opencourseware: 1
openstax: 5
python_docs: 1
sqlite_docs: 1
nasa_education: 3
noaa_education: 2
usgs_education: 2
by_license:
Apache-2.0: 2067
BSD-3-Clause: 5
by_language:
python: 317
sql: 25
javascript: 14
n/a: 1716
review_queue_size: 0