Datasets:
title string | learning_objective string | models list | status string | complete bool | id string | stages list | product_links list | split_group string | training_readiness string | citation dict | schema_version string | license string | completeness dict | source_collection_url string | source_binding_corrections list | learning_paths list | coverage_note string | chronology_note string | relations list | additional_citations list | related_episodes list | course_availability dict | rights dict | reasoning_chain string | audit_summary_correction dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
How a boundary-continuity error entered, was caught, and was repaired | "Learn to test every membership condition of an analytic function class, explain the first unsupport(...TRUNCATED) | [
"GPT-5.6 Sol · Ultra",
"GPT-6 Astra · Ultra",
"GPT-6.1 Sol · Ultra"
] | Incomplete reasoning trajectory | false | oa-mod-ci-multiplier | [{"id":"oa-ci-predecessor-consulted-ti08","title":"Read the existing scalar proof and its finite-cor(...TRUNCATED) | [{"episode_id":"oa-mod-ci-multiplier","relation":"correction_integrated_into","source_record_id":"om(...TRUNCATED) | oa-mod-ci-multiplier | "Six scoped teaching tasks are available. The source-check task explains the faulty expectation, its(...TRUNCATED) | {"title":"Takesaki, Theory of Operator Algebras II, Appendix A.12, pp. 477–478","url":"https://lin(...TRUNCATED) | open-math-episode/1 | CC0-1.0 | {"initial_user_idea":"writer_course_gap_decision_recovered_no_separate_interpolation_prompt_located"(...TRUNCATED) | https://huggingface.co/collections/KokunoYumeto/open-mathematics-6ac5a3a35df129c489543278 | [{"correction":"Replaced a later finding synthesis with the original authored structured report; rep(...TRUNCATED) | [{"title":"From a consulted scalar proof to the abstract interpolation construction","introduction":(...TRUNCATED) | "The writer’s exact prerequisite lookup now precedes the initial construction. Its two complete co(...TRUNCATED) | "Historical writing, review and publication events retain their native timestamps. The reviewed less(...TRUNCATED) | null | null | null | null | null | null | null |
When a counterexample targets the wrong claim: the P04 correction chain | "Compare the exact claim with its alleged refutation; follow the reasoning that corrects a review, r(...TRUNCATED) | [
"GPT-6 Astra · ChatGPT Pro",
"Claude Opus 5.5 · Max",
"GPT-6 Astra · Ultra · curation only"
] | Incomplete historical reasoning trajectory | false | injective-iii1-p04-dependency-chain | [{"id":"p04-task","title":"Initial mathematical task","stage_role":"initial_idea","source_kind":"aut(...TRUNCATED) | [{"episode_id":"injective-iii1-p04-dependency-chain","relation":"correction_adapted_into","source_re(...TRUNCATED) | injective-iii1-p04-dependency-chain | "Full source evidence with explicit missing native Pro development. Scoped critique-of-critique task(...TRUNCATED) | {"title":"Haagerup, Connes’ bicentralizer problem and uniqueness of the injective factor of type I(...TRUNCATED) | open-math-episode/1 | CC0-1.0 | {"initial_user_idea":"original_task_artifact_recovered","initial_development":"native_Pro_events_not(...TRUNCATED) | https://huggingface.co/collections/KokunoYumeto/open-mathematics-6ac5a3a35df129c489543278 | null | null | "The original task, four complete proof documents, displayed corrections to reviews and full P04d fe(...TRUNCATED) | "Ordered by observed receipt or producing events. The user-pasted review development was received la(...TRUNCATED) | [{"type":"rejects_error_attribution","source":"p04b-first-review","target":"p04b-pro-error-allegatio(...TRUNCATED) | null | null | null | null | null | null |
From a gap in a proof to a counterexample: the Čech comparison | "Follow the difference between finding a gap and disproving a theorem, the construction that turns t(...TRUNCATED) | ["GPT-6 Astra · Ultra · original review","GPT-6 Astra · ChatGPT Pro","Claude Opus 5.5 · Max · c(...TRUNCATED) | Incomplete historical reasoning trajectory | false | f1squared-cech-p15 | [{"id":"p15-first-gap-review","title":"The first review finds a gap and limits its conclusion","stag(...TRUNCATED) | [{"episode_id":"f1squared-cech-p15","relation":"correction_adapted_into","source_record_id":null,"pr(...TRUNCATED) | f1squared-cech-p15 | "The full delivered argument, successive edits and qualified review are preserved. Narrow teaching t(...TRUNCATED) | {"title":"Flores, Lorscheid and Szczesny, Čech cohomology over F₁², arXiv:1511.06875v1","url":"h(...TRUNCATED) | open-math-episode/1 | CC0-1.0 | {"initial_user_idea":null,"initial_development":null,"discovery_development":"native_Pro_events_not_(...TRUNCATED) | https://huggingface.co/collections/KokunoYumeto/open-mathematics-6ac5a3a35df129c489543278 | null | null | "The original gap report, full corrective task, complete Pro answer, displayed definition check, cou(...TRUNCATED) | "The first review has its own producing event. Pro’s answer is dated by receipt in Claude; its wri(...TRUNCATED) | [{"type":"motivates","source":"p15-first-gap-review","target":"p15-task"},{"type":"responds_to","sou(...TRUNCATED) | [{"title":"Stacks Project, Tag 01XD","url":"https://stacks.math.columbia.edu/tag/01XD","role":"The o(...TRUNCATED) | null | null | null | null | null |
What the factor proof still needed: P19–P21 and their changing reviews | "Track exactly which statement a supporting argument proves, distinguish a full equivalence from the(...TRUNCATED) | ["GPT-6 Astra · ChatGPT Pro · supporting arguments","Claude Opus 5.5 · Max · tasks, checks and c(...TRUNCATED) | Incomplete historical reasoning trajectory | false | injective-iii1-p19-p21-dependencies | [{"id":"p19-task","title":"The first task asks for homogeneity in both directions","stage_role":"ini(...TRUNCATED) | [{"episode_id":"injective-iii1-p19-p21-dependencies","relation":"correction_adapted_into","source_re(...TRUNCATED) | injective-iii1-p04-dependency-chain | "Complete delivered arguments and exact historical reviews, with narrowly scoped teaching tasks. Nat(...TRUNCATED) | {"title":"Ando and Haagerup, Ultraproducts of von Neumann algebras, arXiv:1212.5457v3","url":"https:(...TRUNCATED) | open-math-episode/1 | CC0-1.0 | {"initial_user_idea":null,"initial_development":"native_Pro_events_not_recovered","discovery_develop(...TRUNCATED) | https://huggingface.co/collections/KokunoYumeto/open-mathematics-6ac5a3a35df129c489543278 | null | null | "The three tasks, complete answers, available displayed replies, qualified reviews and later reasses(...TRUNCATED) | "Stages follow task production, receipt and review events. P19 and P20 attached-file receipts do not(...TRUNCATED) | [{"type":"corrects_task_statement","source":"p19-pro-scope","target":"p19-task"},{"type":"narrows_de(...TRUNCATED) | [{"title":"Haagerup, On the uniqueness of injective III₁ factor","url":"https://arxiv.org/abs/1606(...TRUNCATED) | [{"episode_id":"injective-iii1-p04-dependency-chain","relation":"supplies_claimed_dependencies_for",(...TRUNCATED) | null | null | null | null |
When gluing needs more than matching scheme maps: the toric proof | "Follow how a proof exposes an unstated compatibility condition, why a counterexample isolates that (...TRUNCATED) | ["GPT-6 Astra · ChatGPT Pro · proof and counterexample","Claude Opus 5.5 · Max · task, review an(...TRUNCATED) | Incomplete historical reasoning trajectory | false | f1-toric-gluing-p02 | [{"id":"p02-task","title":"Claude asks for the toric proof and a careful gluing argument","stage_rol(...TRUNCATED) | [{"episode_id":"f1-toric-gluing-p02","relation":"correction_adapted_into","source_record_id":null,"p(...TRUNCATED) | f1squared-cech-p15 | "The full arguments, historical checks and exact course adaptations are available. Teaching tasks re(...TRUNCATED) | {"title":"Soulé, Lectures on algebraic varieties over F₁, notes by Penneys","url":"https://mdetle(...TRUNCATED) | open-math-episode/1 | CC0-1.0 | {"initial_user_idea":null,"initial_development":null,"discovery_development":"native_Pro_events_not_(...TRUNCATED) | https://huggingface.co/collections/KokunoYumeto/open-mathematics-6ac5a3a35df129c489543278 | null | null | "The complete task, both delivered answers, the historical review and successive course edits are pr(...TRUNCATED) | "Pro’s answer is dated by its receipt in Claude. Earlier course text is shown where an edit quotes(...TRUNCATED) | [{"type":"responds_to","source":"p02-original-answer","target":"p02-task"},{"type":"checks","source"(...TRUNCATED) | [{"title":"Soulé, Les variétés sur le corps à un élément, arXiv:math/0304444v1","url":"https:/(...TRUNCATED) | [{"episode_id":"integral-group-schemes-p18","relation":null,"explanation":"The original Soulé lesso(...TRUNCATED) | null | null | null | null |
Why completing the Witt construction changes the argument—and the resulting ring | "Follow the construction from its pseudometric through separation, completion and entropy sums; then(...TRUNCATED) | ["GPT-6 Astra · Ultra · original objection and later independent review","GPT-6 Astra · ChatGPT P(...TRUNCATED) | Incomplete historical reasoning trajectory | false | characteristic-one-witt-p01 | [{"id":"p01-first-review","title":"An earlier reviewer notices that distinct elements can have dista(...TRUNCATED) | [] | characteristic-one-witt-p01 | "Complete delivered arguments and recorded revisions are available. Native Pro development remains m(...TRUNCATED) | {"title":"Connes, The Witt construction in characteristic one and Quantization","url":"https://arxiv(...TRUNCATED) | open-math-episode/1 | CC0-1.0 | {"initial_user_idea":null,"initial_development":null,"discovery_development":null,"corrective_develo(...TRUNCATED) | https://huggingface.co/collections/KokunoYumeto/open-mathematics-6ac5a3a35df129c489543278 | null | null | "The earlier objection, complete task and proof, course draft, twenty-four revisions and two reviews(...TRUNCATED) | "The task already contains the earlier reviewer’s example. Pro’s timestamp is its receipt in Cla(...TRUNCATED) | [{"type":"corrects","source":"p01-separation-after","target":"p01-separation-before"},{"type":"respo(...TRUNCATED) | [{"title":"Connes and Consani, Characteristic one, entropy and the absolute point","url":"https://ar(...TRUNCATED) | null | {"status":"Public lesson available; companion dataset row missing","explanation":"The course export (...TRUNCATED) | null | null | null |
Building an invariant affine neighbourhood: Sumihiro’s theorem | "Follow the construction from an affine boundary divisor to a linearized line bundle and a weight se(...TRUNCATED) | ["GPT-6 Astra · ChatGPT Pro","Claude Opus 5.5 · Max · task, checking and adaptation","GPT-6 Astra(...TRUNCATED) | Incomplete historical reasoning trajectory | false | sumihiro-torus-actions-p03 | [{"id":"p03-missing-original","title":"The earlier course’s drafting history is still missing","st(...TRUNCATED) | [{"episode_id":"sumihiro-torus-actions-p03","relation":"proof_adapted_into","source_record_id":null,(...TRUNCATED) | f1squared-cech-p15 | "The full received proof, course adaptation and review support scoped teaching tasks. Original cours(...TRUNCATED) | {"title":"Stacks Project, Tag 031T","url":"https://stacks.math.columbia.edu/tag/031T","role":"The no(...TRUNCATED) | open-math-episode/1 | CC0-1.0 | {"initial_user_idea":null,"initial_development":null,"discovery_development":"native_Pro_events_not_(...TRUNCATED) | https://huggingface.co/collections/KokunoYumeto/open-mathematics-6ac5a3a35df129c489543278 | null | null | "The full task, delivered proof, source counterexample, adaptation, displayed symbol correction and (...TRUNCATED) | "Pro’s answer is dated by receipt, not generation. Earlier wording is shown at the later edit that(...TRUNCATED) | [{"type":"responds_to","source":"p03-pro-answer","target":"p03-task"},{"type":"adapts","source":"p03(...TRUNCATED) | [{"title":"Brion, On Linearization of Line Bundles (2015)","url":"https://www.ms.u-tokyo.ac.jp/journ(...TRUNCATED) | [{"episode_id":"f1squared-cech-p15","relation":null,"explanation":"The Čech-cohomology correction e(...TRUNCATED) | null | null | null | null |
From Lie quotients to injectivity: the proof and a separability correction | "Understand why a representation need not factor through a Lie quotient, how its fixed-vector corner(...TRUNCATED) | ["GPT-6 Astra · ChatGPT Pro · proof and counterexample","Claude Opus 5.5 · Max · task, review, a(...TRUNCATED) | Incomplete historical reasoning trajectory | false | connected-group-injectivity-p05 | [{"id":"p05-missing-original","title":"The original drafting of the course is still missing","stage_(...TRUNCATED) | [{"episode_id":"connected-group-injectivity-p05","relation":"proof_adapted_into","source_record_id":(...TRUNCATED) | connected-group-injectivity-p05 | "The complete received proof, counterexample, course adaptations, historical review and later bridge(...TRUNCATED) | {"title":"Dixmier (1969), Propositions 1.7 and 2.3(i)","url":"https://www.numdam.org/item/10.24033/a(...TRUNCATED) | open-math-episode/1 | CC0-1.0 | {"initial_user_idea":null,"initial_development":null,"discovery_development":"native_Pro_events_not_(...TRUNCATED) | https://huggingface.co/collections/KokunoYumeto/open-mathematics-6ac5a3a35df129c489543278 | null | null | "The full task, received proof, counterexample, review, course edits and later argument are availabl(...TRUNCATED) | "The Pro answer is dated by receipt and by its complete later file-read, not by a recovered generati(...TRUNCATED) | [{"type":"responds_to","source":"p05-pro-answer","target":"p05-task"},{"type":"adapts_and_generalize(...TRUNCATED) | [{"title":"Tao, Hilbert’s fifth problem and related topics, March 2012 draft","url":"https://terry(...TRUNCATED) | null | null | null | null | null |
Checking the hypotheses: Arveson spectrum, invariant measures and formal degree | "Follow how checking the full generality of an argument reveals a zero-algebra exception, a countabi(...TRUNCATED) | ["GPT-6 Astra · ChatGPT Pro · received proof and corrections","Claude Opus 5.5 · Max · task, rev(...TRUNCATED) | Incomplete historical reasoning trajectory | false | arveson-spectrum-formal-degree-p06 | [{"id":"p06-missing-original","title":"The course’s initial drafting is not yet recovered","stage_(...TRUNCATED) | [{"episode_id":"arveson-spectrum-formal-degree-p06","relation":"proof_adapted_into","source_record_i(...TRUNCATED) | arveson-spectrum-formal-degree-p06 | "Full received reasoning, adaptation and qualified historical review support scoped teaching tasks. (...TRUNCATED) | {"title":"Erdős and Mauldin (1976), The nonexistence of certain invariant measures","url":"https://(...TRUNCATED) | open-math-episode/1 | CC0-1.0 | {"initial_user_idea":null,"initial_development":null,"discovery_development":"native_Pro_events_not_(...TRUNCATED) | https://huggingface.co/collections/KokunoYumeto/open-mathematics-6ac5a3a35df129c489543278 | null | null | "The full task, received argument, prior course passages, adaptations and review are available. Orig(...TRUNCATED) | "The native chronology dates receipt, reads and edits. A received answer has no recovered generation(...TRUNCATED) | [{"type":"responds_to","source":"p06-received-paste","target":"p06-task"},{"type":"alternate_receive(...TRUNCATED) | [{"title":"Fremlin, Measure Theory, Chapter 44, Theorem 443M(a)","url":"https://www1.essex.ac.uk/mat(...TRUNCATED) | null | null | null | null | null |
From finite orbit pieces to a proof—and a correction to the proposed repair | "Develop the quasi-invariant hyperfiniteness argument, understand why the application needs simultan(...TRUNCATED) | ["GPT-6 Astra · ChatGPT Pro · received proof · exact effort unknown","Claude Opus 5.5 · Max · c(...TRUNCATED) | Incomplete historical reasoning trajectory | false | hyperfinite-orbit-relations-p07 | [{"id":"p07-missing-original","title":"The earlier course-drafting history remains missing","stage_r(...TRUNCATED) | [{"episode_id":"hyperfinite-orbit-relations-p07","relation":"proof_adapted_into","source_record_id":(...TRUNCATED) | injective-iii1-p04-dependency-chain | "Complete received arguments and source-bound adaptations support scoped tasks. Native discovery is (...TRUNCATED) | {"title":"Marks, A Short Proof of the Connes–Feldman–Weiss Theorem","url":"https://math.berkeley(...TRUNCATED) | open-math-episode/1 | CC0-1.0 | {"initial_user_idea":null,"initial_development":null,"discovery_development":null,"corrective_develo(...TRUNCATED) | https://huggingface.co/collections/KokunoYumeto/open-mathematics-6ac5a3a35df129c489543278 | null | null | "The initial task, full received reasoning, earlier application proof, full course adaptations and h(...TRUNCATED) | "Receipt, reads and edits use native timestamps. Quoted earlier definitions retain their read dates.(...TRUNCATED) | [{"type":"responds_to","source":"p07-received-paste","target":"p07-task"},{"type":"alternate_receive(...TRUNCATED) | [{"title":"Kechris, The Theory of Countable Borel Equivalence Relations","url":"https://www.pma.calt(...TRUNCATED) | [{"episode_id":"injective-iii1-p04-dependency-chain","relation":null,"explanation":"P04 and P07 affe(...TRUNCATED) | null | null | null | null |
Open Mathematics: arguments, reviews and corrections
This dataset preserves mathematical reasoning as it was displayed in AI-assisted work: the initial problem, the attempted argument, the reasons for questioning it, the development of a correction, and the checks that follow. It also preserves objections that turn out to be mistaken and the reasoning that changes a reviewer’s mind. The aim is to teach how an argument is developed and assessed, alongside the eventual answer.
The companion Open Mathematics Courses contains resulting lessons. The two collections connect the development of an argument to the mathematics that was incorporated into a course. Each can be downloaded independently; exact course references support using them together.
Start with the reading guide. The viewer opens on episodes: one row per reasoning history, with its learning objective and model attributions first. Choose reasoning_stages to read the complete selected text one stage at a time, or exercise_tasks for explicitly scoped training examples. P01–P21 are identifiers for mathematical assignments, not release numbers.
What is in the collection?
There are 30 reasoning histories, containing 9,525 preserved stages, and 281 scoped teaching tasks. Subjects include operator algebras, algebraic geometry, group schemes and the S6 construction and its audits. A history may include several versions of a proof, full reviews, source comparisons, worked examples and the later course adaptation.
For example:
- Complex interpolation: the writer identifies a missing construction, develops the proof and revises its display. The full reviews then distinguish a missing boundary-continuity hypothesis from an unattained supremum, and check the mathematical repair. Follow the writing, review and worked correction.
- Finite-energy limits: follow the complete domain repair, its reviews and the later proof for nondense forms. Worked explanations include counterexamples and corrections to the checking process. Follow the full lesson.
- Real coercivity: follow the missing-symmetry diagnosis, the complete replacement proof and its stronger algebraic example. Failed checks and an unfinished review retain their precise scope. Follow the argument and its checks.
- Bounded multiplication and modular equations: follow the gap between a vector solution and a bounded multiplier, the graph-cutoff argument, explicit norm completeness and the real-subspace continuation. The full proof editions retain exact examples, failed checks and the normalization needed by the integral step. Work through the arguments and checks.
- The full fundamental theorem: follow a valid restricted argument into the stronger integrable-derivative theorem, with the pointwise majorant, complete proof and both boundary examples. Preserve the original dependency-check failure and its guarded repair. Work through the reasoning.
- Original modular proof: follow four local repairs through full manuscript versions, independent reviews and a withdrawn objection. The later course connections distinguish retained text from rewritten arguments. Read the proof and review history.
- Gaussian reasoning and checks: follow the incoming web argument, Claude’s limited review, Sol’s complete supplement, Astra’s analytic rewrite and the independent review of that rewrite. The sequence preserves sharpness examples, mathematical diagnoses, failed checks and their repairs, with links to both course lessons. It also follows a reported audit defect into the manager’s investigation and corrected successor, distinguishing provenance checks from proof review. Read the full reasoning history.
- Quadratic-form polarization: follow the full converse proof, the writer’s explanation, its independent review and the repair of an older evidence record. Worked explanations cover the complex sign, infinite energies and why unchanged proof text can still depend on changed assumptions. Follow the argument and checks.
- Uniqueness of the injective factor (P04): a counterexample attacks a stronger claim than the proof requires. The exchange explains the quantifier distinction, corrects the review, and revisits a passage that had been overlooked.
- Toric gluing (P02): a general proposition needs an evaluation-compatibility hypothesis. The answer develops a counterexample without it and proves that the intended toric charts satisfy the corrected condition.
- Invariant dimensions (P08): a null set can meet every orbit. The review develops that obstruction, the writer constructs invariant dimension strata, and the reviewer checks the repaired argument.
- S6: the record connects cited research, the surviving original construction, independent audits, revised assessments and course proofs. It includes reviewers withdrawing or narrowing objections after examining the actual argument. Follow this larger chain, or read the analytic development from its initial missing hypotheses through evolving arguments, checks and ten resulting course lessons.
All 30 histories remain incomplete as records of their original development. Some initial drafting conversations and intermediate events have not been recovered. A complete delivered proof is preserved in full, but it is not represented as the missing conversation that produced it. Individual tasks can be useful within a narrower, stated scope even when the surrounding history is incomplete.
Models and evidence
Each stage distinguishes the author of the mathematical text from a later reader, reviewer, adapter or curator. Recorded contributors include GPT-6 Astra — Pro mode (ChatGPT web), Claude Opus 5.5 — Max, and Codex sessions with GPT-5.6 Sol, GPT-6 Sol, GPT-6.1 Sol or GPT-6 Astra — Ultra, where the source supports those assignments. Earlier S6 materials have qualified project-level attributions; exact model identifiers remain unresolved for some passages.
Pro mode is recorded as pro in the ChatGPT web namespace. It is not labelled “effort unknown” merely because the native generating conversation is missing, and it is not equated with Codex Ultra or a numerical API effort. A received paste establishes delivery; contemporary credits can establish its attributed model and mode. Neither supplies an absent native generation event. Read the attribution policy.
Choose a data view
| View | Contents and intended use |
|---|---|
episodes — opens by default |
30 full reasoning histories, including source text, annotations, model evidence, explicit gaps and course connections. |
reasoning_stages |
The same histories as 9,525 ordered stages, with readable explanations and complete selected text. An inspection view, not an instruction to imitate every stage. |
exercise_tasks |
281 scoped tasks for proof, critique, correction, counterexamples and reassessment. Each specifies its context, target, evidence and verification limits. |
provenance |
141 records of course authorship declarations and separately evidenced contributions. |
proof_drafts |
The earlier 23 problem-and-proof records, previously named default. Select proof_drafts to load those same records. |
artifacts |
The earlier 27 document and review records. trajectories remains a compatibility alias; it does not imply recovered development. |
legacy |
An earlier export retained as evidence, with known extraction errors. Do not use it as an unqualified source of correct mathematics. |
The Hub views use Parquet with a consistent schema. The complete original download structures remain available as episodes JSONL, tasks JSONL and provenance JSONL. The JSONL loader handles long records without truncation. The selection index reports task lengths, repeated targets and shared source spans.
Training use and verification limits
Historical mistakes belong in explicitly labelled context. The supplied task views assign context weight 0 and selected target weight 1; a trainer must implement those masks. A critique may quote a false formula to explain its failure. Do not treat such quotations, unsuccessful attempts or all archived tool output as positive proof demonstrations.
Preserve complete arguments and their needed prerequisites when selecting tasks for a model’s context budget. Related histories and their course lessons share a split family; keep that family together across both datasets and choose sampling weights deliberately so repeated proofs do not dominate. This public collection is not a clean held-out evaluation benchmark.
The training design explains the primary research informing these choices. The collection has not been evaluated in a training experiment, and it does not establish that one mixture or presentation is optimal. Mathematical reviews, exact source comparisons and bounded computational checks each have their stated scope; they are not blanket formal or human certification.
Connection to the course dataset
The course links identify 267 relationships using pinned dataset revisions, lesson identifiers, passage locators and content hashes. They distinguish a copied passage, an adapted proof, a cited dependency and documented source ancestry. A correction to one passage does not establish authorship or correctness of the whole lesson. Missing or damaged course exports remain explicitly marked.
The reverse course index maps every course relationship back to its exact reasoning episode and preserves the complete relationship qualifications. The joining utility verifies downloaded lesson text and carries relationship-specific qualifications into joint training. The contribution records retain the course’s authorship statement alongside the evidence about who wrote, checked and adapted the relevant mathematics.
Source preservation and licence
Original displayed explanations remain separate from later teaching annotations. Public source links, event locators and hashes make those boundaries inspectable. Missing reasoning is labelled; hidden or encrypted internal model state is not included. Mathematical arguments, reviews and corrections retain their individual source evidence and stated scope.
This dataset is dedicated to the public domain under CC0 1.0.
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