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benchmark/IOAI/IOAI-2024/README.md

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+# International Olympiad in Artificial Intelligence  
+
+## IOAI 2024 – Burgas, Bulgaria  
+
+The **1st International Olympiad in Artificial Intelligence (IOAI 2024)** was held in **Burgas, Bulgaria**, from **August 9–15, 2024**.  
+Nearly **200 students** in **41 teams** from **32 countries and territories across 6 continents** participated in this inaugural global AI Olympiad.  
+
+- 🌍 [Official Website – IOAI 2024](https://ioai-official.org/2024-bulgaria/)  
+- 🏆 [Official Results](https://ioai-official.org/2024-bulgaria/results/)  
+
+---
+
+## Competition Rounds  
+
+### 🔬 Scientific Round  
+- **Take-home stage**: One month of tasks in **Machine Learning, NLP, and Computer Vision**.  
+- **On-site stage**: 8-hour competition in Burgas on similar topics.  
+
+### 🎨 Practical (Team Challenge) Round  
+- Teams had **4 hours onsite** to use **AI image/video generation tools**.  
+- Task: Design a **music album cover and video** for Maria Ilieva’s track *"Love"*.  
+
+## License
+
+This work is released under the **Creative Commons Attribution 4.0 International (CC-BY-4.0)** License.  
+You may share and adapt this content as long as proper credit is given and changes are clearly indicated.
+

benchmark/IOL/ioling_hf/data/manual_overrides/answer_conditioned_v11_trace_audit.json

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+{
+  "schema_version": "answer_conditioned_v11_trace_audit_v1",
+  "review_scope": {
+    "data": "data/rl/ioling_qwen3_4b_manual_v11_clean_prompt/val.jsonl",
+    "model": "Qwen/Qwen3-4B-Instruct-2507",
+    "sample_index": 0,
+    "conditions": [
+      "answer_target_only",
+      "answer_target_plus_official_solution_rules"
+    ],
+    "records_per_condition": 24,
+    "total_traces_read": 48
+  },
+  "decision_rule": "Accept only if every supporting claim is consistent with the paired examples and official solution rules, the target is derived rather than cited, and the final answer is exact.",
+  "summary": {
+    "answer_target_only_accepted": 0,
+    "answer_target_only_rejected": 24,
+    "official_rules_accepted": 0,
+    "official_rules_rejected": 24,
+    "important_result": "Final-answer exactness was above 92% in both conditions but had zero precision for an acceptable rationale in this first-sample manual audit."
+  },
+  "records": [
+    {"record_id":"iol-2015-individual-p1-sub-b-atomic-b.1","answer_target_only":"reject: lists equations without deriving 42 and assigns wrong values","official_rules":"reject: misreads equation (1) as a base-20 identity and never derives 42 = 2*20+2"},
+    {"record_id":"iol-2015-individual-p1-sub-b-atomic-b.2","answer_target_only":"reject: lists unrelated equations and does not derive 494","official_rules":"reject: assigns 20 to mahtlactli and misstates equations (1), (3), and (14)"},
+    {"record_id":"iol-2015-individual-p1-sub-c-atomic-c.1","answer_target_only":"reject: repeats Arammba equations without solving their values","official_rules":"reject: includes false arithmetic and wrong values for asar, nimbo, and tambaroy"},
+    {"record_id":"iol-2015-individual-p1-sub-c-atomic-c.2","answer_target_only":"reject: does not derive the base-6 expansion of 569","official_rules":"reject: assigns 6 to asar and yànparo and gives inconsistent base-6 arithmetic"},
+    {"record_id":"iol-2016-individual-p3-sub-a-atomic-a.1","answer_target_only":"reject: swaps verb and noun meanings and concludes a different sentence than the target","official_rules":"reject: cites another target as evidence and assigns person, case, and tense roles incorrectly"},
+    {"record_id":"iol-2016-individual-p3-sub-a-atomic-a.2","answer_target_only":"reject: treats noun stems as verbs and maps several words to the wrong examples","official_rules":"reject: calls tirt a repair verb and invents an indirect object in sentence 2"},
+    {"record_id":"iol-2016-individual-p3-sub-a-atomic-a.3","answer_target_only":"reject: explicitly finds contradictions, then invents a semantic shift to copy the answer","official_rules":"reject: reverses the S-O-V analysis; hanu is donkey, tirtiig is owners as object, and elirsu is the verb"},
+    {"record_id":"iol-2016-individual-p3-sub-a-atomic-a.4","answer_target_only":"reject: assigns repair/found meanings to target morphemes and never composes the translation","official_rules":"reject: calls the subject tirti a verb and the verb deccirsa an object marker"},
+    {"record_id":"iol-2016-individual-p3-sub-a-atomic-a.5","answer_target_only":"reject: says the construction denotes giving or striking rather than buying","official_rules":"reject: treats ay as a tense marker, darbadki as a verb, and bijaandi as an object"},
+    {"record_id":"iol-2016-individual-p3-sub-b-atomic-b.1","answer_target_only":"reject: omits the required final box and never maps the requested sentence","official_rules":"reject: later bullets assign the object and recipient roles incorrectly and cite unrelated targets"},
+    {"record_id":"iol-2016-individual-p3-sub-b-atomic-b.2","answer_target_only":"reject: assigns neighbours, camels, and verb meanings to the wrong forms","official_rules":"reject: analyzes case examples but does not derive jahal + argi + walgi + jaandeccirsu"},
+    {"record_id":"iol-2016-individual-p3-sub-b-atomic-b.3","answer_target_only":"reject: invents tense and transitivity facts and does not derive the requested form","official_rules":"reject: cites the target itself as an example and invents a dative analysis for bimaagru"},
+    {"record_id":"iol-2016-individual-p3-sub-b-atomic-b.4","answer_target_only":"reject: unrelated examples do not establish the requested owners/thieves sentence","official_rules":"reject: calls plural owners singular and calls the direct object an indirect object"},
+    {"record_id":"iol-2016-individual-p3-sub-b-atomic-b.5","answer_target_only":"reject: assigns give/beneficiary meanings instead of deriving found-for","official_rules":"reject: swaps indirect and direct objects and calls eltirsa a future give form"},
+    {"record_id":"iol-2021-individual-p3-sub-a-atomic-a.1","answer_target_only":"reject: assigns noun, verb, and quantity meanings inconsistently","official_rules":"reject: calls vivila how-many; the quantity is navila and biyamata is the future verb"},
+    {"record_id":"iol-2021-individual-p3-sub-a-atomic-a.2","answer_target_only":"reject: analyzes the preceding question rather than the requested sentence","official_rules":"reject: again analyzes item 14 rather than deriving item 15"},
+    {"record_id":"iol-2021-individual-p3-sub-a-atomic-a.3","answer_target_only":"reject: invents see meanings and two translations not supported by the target","official_rules":"reject: includes unsupported aspect ambiguity and wrong morpheme roles despite the correct final translation"},
+    {"record_id":"iol-2021-individual-p3-sub-a-atomic-a.4","answer_target_only":"reject: invents reciprocal and subject-object evidence from unrelated examples","official_rules":"reject: explains the ambiguity using false reciprocal and example mappings"},
+    {"record_id":"iol-2021-individual-p3-sub-a-atomic-a.5","answer_target_only":"reject: does not identify the actual verb, quantity, and noun-class components","official_rules":"reject: calls ketala a past-tense verb; it is the one-canoe quantity phrase"},
+    {"record_id":"iol-2021-individual-p3-sub-b-atomic-b.1","answer_target_only":"reject: assigns see, canoe, and subject meanings to the wrong words","official_rules":"reject: says waga means saw and minasiwena means one canoe"},
+    {"record_id":"iol-2021-individual-p3-sub-b-atomic-b.2","answer_target_only":"reject: analyzes sentence 19 instead of composing sentence 20","official_rules":"reject: focuses on the preceding canoe question and assigns target morphemes incorrectly"},
+    {"record_id":"iol-2021-individual-p3-sub-b-atomic-b.3","answer_target_only":"reject: includes incorrect noun and number mappings despite copying the target","official_rules":"reject: claims bunukwa comes from the fish example and gives unsupported word-order claims"},
+    {"record_id":"iol-2021-individual-p3-sub-b-atomic-b.4","answer_target_only":"reject: maps catch, fish, woman, and adjective forms incorrectly","official_rules":"reject: calls vivila a future verb and misidentifies the demonstrative and adjective forms"},
+    {"record_id":"iol-2021-individual-p3-sub-b-atomic-b.5","answer_target_only":"reject: assigns dog, old-man, and numeral meanings to the wrong forms","official_rules":"reject: calls tomwaya a wild dog and ka'ukwa a quantity rather than the dog noun"}
+  ]
+}

benchmark/IOL/ioling_hf/data/manual_overrides/clean_bootstrap_v1_trace_audit.json

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+{
+  "schema_version": "clean_bootstrap_v1_trace_audit",
+  "report": "reports/sft_clean_bootstrap_v1_both_pass8.json",
+  "review_scope": "All exact samples plus the highest-similarity validation outputs",
+  "summary": {
+    "exact_train_samples": 4,
+    "exact_validation_samples": 0,
+    "accepted_exact_rationales": 0,
+    "rejected_exact_rationales": 4,
+    "validation_near_miss_conclusion": "The closest outputs were semantically wrong, not scorer false negatives."
+  },
+  "exact_samples": [
+    {"record_id":"iol-2016-individual-p5-sub-a-atomic-a.1","sample_index":2,"decision":"reject","reason":"Long speculative analysis repeatedly assigns incompatible meanings to the interrogative and locative suffixes before reaching the exact answer."},
+    {"record_id":"iol-2016-individual-p5-sub-a-atomic-a.1","sample_index":6,"decision":"reject","reason":"The trace invents and revises several suffix analyses; the exact final translation is an unsupported late guess."},
+    {"record_id":"iol-2021-individual-p1-sub-a-atomic-a.2","sample_index":0,"decision":"reject","reason":"The trace explicitly guesses 39 from the statement that one target duplicates an example and contains many false arithmetic hypotheses."},
+    {"record_id":"iol-2024-individual-p1-sub-a-atomic-a.2","sample_index":4,"decision":"reject","reason":"The trace confuses object endings with tense and repeatedly guesses verb roots before copying the correct compositional reading."}
+  ],
+  "validation_near_misses": [
+    {"record_id":"iol-2021-individual-p3-sub-a-atomic-a.1","samples":8,"candidate_pattern":"How many women will look after this/that man?","reason":"All samples omit old and reverse the required subject/object relation; this is not an equivalent paraphrase."},
+    {"record_id":"iol-2016-individual-p3-sub-a-atomic-a.5","candidate":"I will give the dogs the chicken","reason":"The requested sentence means I will buy the chicken; the candidate has the wrong verb and adds a recipient."},
+    {"record_id":"iol-2021-individual-p3-sub-a-atomic-a.4","candidate":"How many women did the chiefs see?","reason":"The candidate changes tense and all central participants and omits the official ambiguity."}
+  ]
+}

benchmark/IOL/ioling_hf/data/manual_overrides/composition_answer_reconstruction_v1_audit.json

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+{
+  "schema_version": "ioling_composition_answer_reconstruction_audit_v1",
+  "created_at_utc": "2026-07-12",
+  "report": "reports/composition_answer_reconstruction_v1_balanced_pass2.json",
+  "review_scope": "All 40 answer-exposed reconstruction outputs were read against the checked card, including the two outputs that did not score exact.",
+  "acceptance_rule": "Accept only a coherent derivation whose substantive claims all follow from the manually checked facts. Supplying the final answer during generation does not validate the reasoning.",
+  "outputs_reviewed": 40,
+  "scorer_exact_outputs": 38,
+  "accepted_traces": 5,
+  "accepted_records": 5,
+  "selected_traces": 5,
+  "decisions": {
+    "iol-2012-individual-p5-sub-d-atomic-d.1": {
+      "accepted": [],
+      "rejected": {
+        "0": "It derives only two of three alternatives and invents transformations.",
+        "1": "It omits one alternative and gives an incoherent account of the phrase-form rules."
+      }
+    },
+    "iol-2012-individual-p5-sub-d-atomic-d.2": {
+      "accepted": [],
+      "rejected": {
+        "0": "It copies all alternatives after an invented chain-shift derivation.",
+        "1": "The metaphonic and phonotactic explanation is invented and incoherent."
+      }
+    },
+    "iol-2016-individual-p5-sub-a-atomic-a.1": {
+      "accepted": [],
+      "rejected": {
+        "0": "It omits the locative suffix from the stated segmentation.",
+        "1": "It misidentifies ut as 'my' and invents examples."
+      }
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.2": {
+      "accepted": [],
+      "rejected": {
+        "0": "It assigns the checked lexical meanings incorrectly and invents unrelated rules.",
+        "1": "It invents case functions and never applies the checked object-subject-verb parse."
+      }
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.3": {
+      "accepted": [],
+      "rejected": {
+        "0": "It reverses the checked object and subject roles.",
+        "1": "It invents internal morpheme meanings and does not correctly apply object-subject-verb order."
+      }
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.2": {
+      "accepted": [],
+      "rejected": {
+        "0": "It adds several invented sound changes after the correct component list.",
+        "1": "It says the lengthened vowel re-shortens, contradicting its own boxed form."
+      }
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.2": {
+      "accepted": [],
+      "rejected": {
+        "0": "It invents person, gender, and present-tense morphology and omits the yam and today from the derivation.",
+        "1": "It incorrectly glosses le as market and adds unsupported syntax."
+      }
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.4": {
+      "accepted": [],
+      "rejected": {
+        "0": "The lexical parse is present but it misdescribes the future marker and adds invented tense rules.",
+        "1": "It does not map the checked words and relies on invented pronominal claims."
+      }
+    },
+    "iol-2016-individual-p5-sub-b-atomic-b.2": {
+      "accepted": [1],
+      "selected": 1,
+      "rejected": {
+        "0": "It says the vowel u in -ma is deleted; the deleted suffix vowel is a."
+      }
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.6": {
+      "accepted": [],
+      "rejected": {
+        "0": "The core mapping is right, but it adds unsupported claims about prefixes and subject omission.",
+        "1": "The explanation is unrelated to the checked sentence."
+      }
+    },
+    "iol-2021-individual-p1-sub-b-atomic-b.3": {
+      "accepted": [1],
+      "selected": 1,
+      "rejected": {
+        "0": "It introduces a false subtraction rule before giving the correct sum."
+      }
+    },
+    "iol-2023-individual-p5-sub-b-atomic-b.2": {
+      "accepted": [1],
+      "selected": 1,
+      "rejected": {
+        "0": "It calls 80 a base unit for 100 and gives the wrong decomposition before copying the target."
+      }
+    },
+    "iol-2023-individual-p5-sub-b-atomic-b.3": {
+      "accepted": [0],
+      "selected": 0,
+      "rejected": {
+        "1": "It gives incorrect component forms for the multiplier and units."
+      }
+    },
+    "iol-2022-individual-p1-sub-b-atomic-b.2": {
+      "accepted": [],
+      "rejected": {
+        "0": "It assigns first-person and second-person prefixes to the wrong roles and gives the wrong vowel condition.",
+        "1": "It repeatedly assigns the indirect object incorrectly and contradicts itself."
+      }
+    },
+    "iol-2022-individual-p1-sub-c-atomic-c.3": {
+      "accepted": [],
+      "rejected": {
+        "0": "It states that the vowel is a while boxing a form with schwa.",
+        "1": "It initially assigns the subject prefix incorrectly and again states a while boxing schwa."
+      }
+    },
+    "iol-2024-individual-p1-sub-a-atomic-a.4": {
+      "accepted": [],
+      "rejected": {
+        "0": "It calls the second-person-plural object third-person and misstates -la.",
+        "1": "It ends by identifying the plural object as me and invents a sound description."
+      }
+    },
+    "iol-2017-individual-p2-sub-c-atomic-c.3": {
+      "accepted": [],
+      "rejected": {
+        "0": "It assigns the possessor prefixes and body-part status incorrectly and adds unrelated claims.",
+        "1": "It derives he-ya and then boxes e-ya, contradicting the checked prefix rule."
+      }
+    },
+    "iol-2017-individual-p3-sub-b-atomic-b.1": {
+      "accepted": [0],
+      "selected": 0,
+      "rejected": {
+        "1": "It invents an object marker and gives a contradictory tone account."
+      }
+    },
+    "iol-2018-individual-p2-sub-a-atomic-a.1": {
+      "accepted": [],
+      "rejected": {
+        "0": "It adds false agreement and past-tense claims after the correct lexical mapping.",
+        "1": "It calls the intransitive construction transitive and alternates incorrectly between tu and ku."
+      }
+    },
+    "iol-2018-individual-p3-sub-b-atomic-b.1": {
+      "accepted": [],
+      "rejected": {
+        "0": "It attaches the wrong native contrast to mbaho/peaho and misspells a checked example.",
+        "1": "It invents examples and does not support the full stated contrast cleanly."
+      }
+    }
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/composition_answer_reconstruction_v2_audit.json

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+{
+  "schema_version": "ioling_composition_answer_reconstruction_audit_v2",
+  "created_at_utc": "2026-07-12",
+  "report": "reports/composition_answer_reconstruction_v2_balanced_pass2.json",
+  "review_scope": "All 30 outputs from the fact-only reconstruction repair pass were read against the checked cards.",
+  "acceptance_rule": "Accept only when every substantive sentence directly applies or combines a checked fact. Correct boxes with invented or contradictory derivations are rejected.",
+  "outputs_reviewed": 30,
+  "scorer_exact_outputs": 25,
+  "accepted_traces": 7,
+  "accepted_records": 5,
+  "selected_traces": 5,
+  "decisions": {
+    "iol-2012-individual-p5-sub-d-atomic-d.1": {
+      "accepted": [],
+      "rejected": {
+        "0": "It derives only one of three alternatives and assigns an arbitrary omitted vowel.",
+        "1": "It derives only one alternative and invents vowel motion and syllabification."
+      }
+    },
+    "iol-2012-individual-p5-sub-d-atomic-d.2": {
+      "accepted": [],
+      "rejected": {
+        "0": "It gives only one of six alternatives and the derivation is incoherent.",
+        "1": "It gives only one alternative after an entirely invented account."
+      }
+    },
+    "iol-2016-individual-p5-sub-a-atomic-a.1": {
+      "accepted": [1],
+      "selected": 1,
+      "rejected": {
+        "0": "It incorrectly says -t means in."
+      }
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.2": {
+      "accepted": [],
+      "rejected": {
+        "0": "It invents examples and does not apply the three checked phrase meanings.",
+        "1": "It invents morphology and never gives the checked object-subject-verb derivation."
+      }
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.3": {
+      "accepted": [0, 1],
+      "selected": 0,
+      "rejected": {}
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.2": {
+      "accepted": [],
+      "rejected": {
+        "0": "It substitutes unrelated forms instead of composing the checked morphemes.",
+        "1": "It relies on invented examples and sound descriptions."
+      }
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.2": {
+      "accepted": [],
+      "rejected": {
+        "0": "It misglosses the final material and changes future seeing into something seen.",
+        "1": "It misglosses le and adds unrelated, partly non-English text."
+      }
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.4": {
+      "accepted": [0, 1],
+      "selected": 0,
+      "rejected": {}
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.6": {
+      "accepted": [0],
+      "selected": 0,
+      "rejected": {
+        "1": "It invents third-person forms and incorrectly says the subject receives the cure."
+      }
+    },
+    "iol-2022-individual-p1-sub-b-atomic-b.2": {
+      "accepted": [],
+      "rejected": {
+        "0": "It gives the correct roles initially, then gives the wrong reason for a and invents a suffix role.",
+        "1": "It assigns every participant prefix incorrectly."
+      }
+    },
+    "iol-2022-individual-p1-sub-c-atomic-c.3": {
+      "accepted": [],
+      "rejected": {
+        "0": "It assigns the subject prefix incorrectly and confuses the linking schwa with the agreement vowel.",
+        "1": "It treats the verb stem as the indirect-object marker and falsely says the direct object is not plural."
+      }
+    },
+    "iol-2024-individual-p1-sub-a-atomic-a.4": {
+      "accepted": [],
+      "rejected": {
+        "0": "It begins with an inaccurate segmentation and ends with unrelated invented prose.",
+        "1": "The main person and tense mapping is right, but it omits the plural marker and adds an unsupported harmony claim."
+      }
+    },
+    "iol-2017-individual-p2-sub-c-atomic-c.3": {
+      "accepted": [1],
+      "selected": 1,
+      "rejected": {
+        "0": "It incorrectly says the possessor follows the possessed noun."
+      }
+    },
+    "iol-2018-individual-p2-sub-a-atomic-a.1": {
+      "accepted": [],
+      "rejected": {
+        "0": "It introduces a false past-tense account and misplaces agreement.",
+        "1": "It incorrectly places k- on the lexical predicate and adds an unsupported object contrast."
+      }
+    },
+    "iol-2018-individual-p3-sub-b-atomic-b.1": {
+      "accepted": [],
+      "rejected": {
+        "0": "It gives only part of the required contrast and invents native examples.",
+        "1": "It invents transformed forms that do not match the checked pairs."
+      }
+    }
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/composition_guided_train_v1_audit.json

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+{
+  "schema_version": "ioling_composition_guided_train_audit_v1",
+  "created_at_utc": "2026-07-12",
+  "report": "reports/composition_guided_train_v1_balanced_pass8.json",
+  "review_scope": "Every one of the 44 scorer-exact traces was read against the manually checked card and canonical answer.",
+  "acceptance_rule": "Accept only when the prose gives a coherent derivation supported by the checked facts, has no material contradiction or invented rule, and assigns every answer component correctly. Exact final answer matching alone is insufficient.",
+  "exact_traces_reviewed": 44,
+  "accepted_traces": 18,
+  "accepted_records": 12,
+  "selected_traces": 12,
+  "decisions": {
+    "iol-2016-individual-p5-sub-a-atomic-a.1": {
+      "accepted": [],
+      "rejected": {
+        "1": "The elision account is internally inconsistent and omits/misplaces -na.",
+        "3": "It gives the wrong intermediate form utna-txi instead of the checked suffix sequence.",
+        "6": "It misidentifies the morphemes and gives an incoherent segmentation."
+      }
+    },
+    "iol-2016-individual-p5-sub-a-atomic-a.2": {
+      "accepted": [3],
+      "selected": 3,
+      "rejected": {
+        "2": "It invents unattested intermediate forms and vowel harmony.",
+        "4": "The syllable-level account is inaccurate and does not cleanly apply the two checked deletions."
+      }
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.1": {
+      "accepted": [7],
+      "selected": 7,
+      "rejected": {}
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.2": {
+      "accepted": [],
+      "rejected": {
+        "1": "It falsely describes the subject phrase as indicating possession."
+      }
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.3": {
+      "accepted": [],
+      "rejected": {
+        "5": "The explanation invents a dual default and does not actually parse the checked phrases."
+      }
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.3": {
+      "accepted": [1],
+      "selected": 1,
+      "rejected": {
+        "5": "The core concatenation is present, but the rest is incoherent and unsupported.",
+        "7": "It invents prefixes, possessive marking, and unrelated morphology."
+      }
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.4": {
+      "accepted": [7],
+      "selected": 7,
+      "rejected": {}
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.2": {
+      "accepted": [],
+      "rejected": {
+        "6": "It introduces false claims about object licensing and says 'we saw ... tonight' before changing to the supplied answer."
+      }
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.4": {
+      "accepted": [],
+      "rejected": {
+        "0": "Most of the explanation is invented phonetic and temporal material.",
+        "1": "It incorrectly says the future event has already occurred and conflates the future marker with 'come'.",
+        "2": "It invents negation and unrelated temporal claims.",
+        "3": "The lexical parse is mostly right, but it ends with an unsupported compound-object claim rather than a complete derivation."
+      }
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.2": {
+      "accepted": [2, 6],
+      "selected": 2,
+      "rejected": {
+        "0": "It invents movement, causation, and suffix functions not supported by the checked facts."
+      }
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.4": {
+      "accepted": [2],
+      "selected": 2,
+      "rejected": {
+        "5": "It adds invented absolutive and suffix claims after the correct lexical mapping."
+      }
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.6": {
+      "accepted": [],
+      "rejected": {
+        "0": "It first glosses the indefinite object as 'the hunter', contradicting the target definiteness.",
+        "2": "The person, tense, genitive, and voice analysis is largely invented and contradictory."
+      }
+    },
+    "iol-2021-individual-p1-sub-b-atomic-b.4": {
+      "accepted": [1],
+      "selected": 1,
+      "rejected": {}
+    },
+    "iol-2022-individual-p1-sub-b-atomic-b.2": {
+      "accepted": [],
+      "rejected": {
+        "2": "It assigns me to the indirect-object role and gives the wrong vowel condition.",
+        "4": "It initially assigns the second-person prefix to the wrong role and adds unsupported tense.",
+        "5": "It assigns s- to a third-person indirect object, contrary to the checked mapping.",
+        "7": "It invents directional and voice meanings and misdescribes participant roles."
+      }
+    },
+    "iol-2024-individual-p1-sub-a-atomic-a.1": {
+      "accepted": [2],
+      "selected": 2,
+      "rejected": {}
+    },
+    "iol-2024-individual-p1-sub-a-atomic-a.4": {
+      "accepted": [],
+      "rejected": {
+        "6": "The derivation reverses tense, subject, and object markers and is incoherent despite the correct box."
+      }
+    },
+    "iol-2017-individual-p2-sub-c-atomic-c.3": {
+      "accepted": [],
+      "rejected": {
+        "3": "The derivation is initially correct but then asserts the wrong extra form 'fe ya he-maama'."
+      }
+    },
+    "iol-2017-individual-p2-sub-c-atomic-c.4": {
+      "accepted": [1, 3],
+      "selected": 3,
+      "rejected": {
+        "2": "It attributes body-part marking to first-person possession and omits the reason for h-."
+      }
+    },
+    "iol-2017-individual-p3-sub-a-atomic-a.1": {
+      "accepted": [3],
+      "selected": 3,
+      "rejected": {}
+    },
+    "iol-2017-individual-p3-sub-a-atomic-a.3": {
+      "accepted": [0, 1, 2, 5, 6],
+      "selected": 1,
+      "rejected": {}
+    },
+    "iol-2018-individual-p2-sub-a-atomic-a.2": {
+      "accepted": [4],
+      "selected": 4,
+      "rejected": {
+        "7": "It reverses the participants and tense/person rules before copying the correct answer."
+      }
+    }
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/composition_manual_completion_traces_v1.json

@@ -0,0 +1,17 @@
+{
+  "schema_version": "ioling_composition_manual_completion_traces_v1",
+  "created_at_utc": "2026-07-12",
+  "review_method": "Each trace was written directly from the manually checked composition card and checked against the raw problem target and canonical answer.",
+  "records": {
+    "iol-2012-individual-p5-sub-d-atomic-d.1": "The phrase form fäeag can be reversed in three compatible ways. Transposing final -ga gives fäega; restoring a deleted final vowel gives either fäeaga or fäeagu. These are all forms allowed by the observed phrase-form rules.\n\n\\boxed{d.1: fäega (or fäeaga, fäeagu)}",
+    "iol-2012-individual-p5-sub-d-atomic-d.2": "The phrase form a‘öf can result from the final-vowel deletion, vowel-mutation, or transposition patterns. Reversing every compatible pattern gives a‘ofi, a‘öfi, a‘öfö, a‘öfu, a‘öfü, and a‘ofü.\n\n\\boxed{d.2: a‘ofi (or a‘öfi, a‘öfö, a‘öfu, a‘öfü, a‘ofü)}",
+    "iol-2012-individual-p1-sub-b-atomic-b.2": "Dyirbal places the object before the subject and verb. Here bala diban bilmbalmuNa is the stone that is always being pushed, baNgun biñéiriñéu is the lizard, and guniñu is searching for. Thus the lizard is searching for that stone.\n\n\\boxed{b.2: The lizard is searching for the stone that is always being pushed.}",
+    "iol-2011-individual-p1-sub-b-atomic-b.2": "Combine ke- for we1+2, kaw for down, -en for by hand, and transitive -æq for we1+2. The first two vowels are short, so the a in kaw lengthens to ā. The resulting form is kekāwenæq.\n\n\\boxed{b.2: kekāwenæq}",
+    "iol-2019-individual-p5-sub-a-atomic-a.2": "me is I; nú géː marks future today; yɛn ... lé is see; kèŋkfǔ is yam; and ɛ̀bɛ̀n is today. With first-person n-, géː and yɛn surface as ŋgéː and nyɛ́n. The sentence therefore says that today I will see the yam.\n\n\\boxed{a.2: Today, I will see the yam.}",
+    "iol-2022-individual-p1-sub-b-atomic-b.2": "In səŝʷtʷan, s- marks me as the direct object and ŝʷ- marks you(pl) as the subject. The third-person-singular indirect object is unmarked, and tʷ is the give stem. Therefore you(pl) give me to him.\n\n\\boxed{b.2: you(pl) give me to him}",
+    "iol-2022-individual-p1-sub-c-atomic-c.3": "The direct object us takes šʼ-, the third-person-singular indirect object is unmarked, and the subject you(sg) takes w-. Schwa separates the adjacent prefixes, while the plural direct object selects a in the ending -an. With the stem tʷ, this gives šʼəwtʷan.\n\n\\boxed{c.3: šʼəwtʷan}",
+    "iol-2024-individual-p1-sub-a-atomic-a.4": "The initial t- marks I and je- marks future. The harmonized root means wait, -la marks plural participation, and -tək marks a second-person-plural object. Thus təjohallaŋtək means I will wait for you(pl).\n\n\\boxed{a.4: I will wait for you(pl)}",
+    "iol-2018-individual-p2-sub-a-atomic-a.1": "nɤ is you(sg) and ʒip is sleep. The agreement form ku consists of present k- plus the second-person-singular suffix -u, and final ne marks the question. Thus the sentence asks whether you(sg) sleep.\n\n\\boxed{a.1: Do you(sg) sleep?}",
+    "iol-2018-individual-p3-sub-b-atomic-b.1": "The second-person-singular forms show a special rule in Portuguese loans: á becomes eá, as in leápina and leátana. Native Terêna instead has á→é and â→eâ, as shown by ngásaxo/késaxo and mbâho/peâho.\n\n\\boxed{b.1: Portuguese á→eá versus native á→é and â→eâ}"
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/composition_opd_v1_audit.json

@@ -0,0 +1,69 @@
+{
+  "schema_version": "ioling_composition_opd_v1_manual_audit",
+  "reviewed_at_utc": "2026-07-12",
+  "starting_checkpoint": "checkpoints/qwen3-4b-ioling-microsteps-balanced-v2-e5",
+  "cards": {
+    "path": "data/manual_overrides/train_composition_cards_v1.json",
+    "eligible_no_answer_records": 77,
+    "excluded_answer_exposed_records": 46,
+    "selected_records": 32,
+    "selected_sources": 14,
+    "selected_cards_manually_read": 32,
+    "manual_revisions": 2,
+    "complete_answer_units_exposed": 0
+  },
+  "raw_on_policy_rollouts": {
+    "report": "reports/composition_opd_v1_raw_train_pass8.json",
+    "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/apvnaxl1",
+    "records": 32,
+    "samples": 256,
+    "temperature": 1.0,
+    "max_tokens": 4096,
+    "exact_samples": 2,
+    "records_with_any_exact": 2,
+    "exact_rationales_manually_reviewed": 2,
+    "exact_rationales_accepted": 0,
+    "finding": "The Jaqaru exact trace invented reflexive, class, and tense claims; the Hakhun exact trace invented pronoun and agreement rules. Neither is training-quality reasoning."
+  },
+  "training": {
+    "framework": "full-vocabulary forward KL on raw student prefixes with a frozen same-model privileged teacher",
+    "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/tydc2lj4",
+    "output_adapter": "checkpoints/qwen3-4b-ioling-microsteps-balanced-v2-e5-opd-composition-v1",
+    "records": 32,
+    "source_problems": 14,
+    "reasoning_tokens": 3425,
+    "max_reasoning_tokens_per_record": 128,
+    "optimizer_updates": 4,
+    "learning_rate": 0.0000005,
+    "gradient_accumulation_steps": 8,
+    "mean_forward_kl": 0.25354478042572737,
+    "final_answer_tokens_masked": true
+  },
+  "held_out_raw": {
+    "report": "reports/composition_opd_v1_v14_val_pass8.json",
+    "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/v67kqtd0",
+    "records": 24,
+    "samples": 192,
+    "exact_samples": 0,
+    "records_with_any_exact": 0,
+    "format_rate": 0.9895833333333334,
+    "truncation_rate": 0.005208333333333333,
+    "visible_final_boxes_manually_reviewed": 190,
+    "scorer_false_negatives": 0
+  },
+  "held_out_microsteps": {
+    "report": "reports/microsteps/qwen3_4b_opd_composition_v1_validation_pass8.json",
+    "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/vjhjaxq5",
+    "samples": 320,
+    "correct_samples": 47,
+    "pass_at_8_tasks": 13,
+    "pre_correct_samples": 47,
+    "pre_pass_at_8_tasks": 14,
+    "all_outputs_manually_reviewed": 320,
+    "scorer_false_negatives": 0,
+    "gained_tasks": [],
+    "lost_tasks": ["arammba-power-36"]
+  },
+  "runtime_note": "Direct vLLM LoRA serving was stopped before generation after adapter-specialized graph compilation stalled for several minutes. The adapter was merged once; all authoritative evaluations use the merged weights.",
+  "decision": "Do not run a second pass. Verified target-specific cards create useful guided support, but dense KL over incorrect raw-prefix tokens neither improves raw held-out answers nor intermediate coverage. The next pilot should train only verified continuations or keyed composition decisions selected from the guided distribution."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/composition_scaffold_v1_audit.json

@@ -0,0 +1,69 @@
+{
+  "schema_version": "ioling_composition_scaffold_v1_manual_audit",
+  "reviewed_at_utc": "2026-07-12",
+  "data": {
+    "validation_records": 24,
+    "validation_sources": 3,
+    "composition_cards": "data/manual_overrides/validation_composition_cards_v1.json",
+    "cards_manually_reviewed": 24,
+    "official_solution_pages_manually_read": 6,
+    "full_answer_units_exposed_by_cards": 0
+  },
+  "generic_source_microsteps": {
+    "report": "reports/composition_scaffold_v1_balanced_val_pass8.json",
+    "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/ngzf1spk",
+    "samples": 192,
+    "exact_samples": 0,
+    "records_with_any_exact": 0,
+    "all_final_boxes_manually_reviewed": 192,
+    "finding": "The model used supplied order and class rules but lacked target lexical mappings and target-specific decomposition."
+  },
+  "target_specific_cards": {
+    "report": "reports/composition_cards_v1_balanced_val_pass8.json",
+    "generation_wandb": "https://wandb.ai/alexgurung/ioling-research/runs/qgeuaz9b",
+    "final_rescore_wandb": "https://wandb.ai/alexgurung/ioling-research/runs/cwb3peds",
+    "samples": 192,
+    "format_valid": 192,
+    "truncated": 0,
+    "final_exact_samples": 23,
+    "records_with_any_exact": 9,
+    "all_final_boxes_manually_reviewed": 192,
+    "exact_traces_manually_reviewed": 23,
+    "reasoning_accepted": 13,
+    "reasoning_rejected": 10
+  },
+  "scorer_review": {
+    "override_ledger": "data/manual_overrides/scoring_overrides_v1.json",
+    "false_positives_found": 4,
+    "false_positive_cause": "Four Nahuatl answers retained uppercase metanotation M in -oM-. Case folding incorrectly treated it as realized lowercase m.",
+    "false_negatives_found": 6,
+    "false_negative_classes": [
+      "Three Arammba answers preserved the official token sequence with reviewed hyphen separators.",
+      "One Kunuz English answer used the equivalent dative paraphrase 'gave the camel to us'.",
+      "Two Kilivila answers inserted transparent morpheme-boundary hyphens whose removal gives the official form exactly."
+    ],
+    "rejected_near_miss_classes": [
+      "Different number, tense, deixis, participant role, or lexical item.",
+      "Extra arithmetic operators or extra Arammba tàxwo.",
+      "Underlying segmentation that fails required surface morphophonology.",
+      "Reordered words or omitted required ambiguity reading."
+    ],
+    "final_scorer": "normalized_keyed_answer_v2_with_unit_case_overrides_v1"
+  },
+  "accepted_reasoning": [
+    {"record_id": "iol-2015-individual-p1-sub-c-atomic-c.1", "sample_indexes": [0, 1, 2, 3, 4, 7], "count": 6},
+    {"record_id": "iol-2015-individual-p1-sub-c-atomic-c.2", "sample_indexes": [2, 3, 4, 5, 7], "count": 5},
+    {"record_id": "iol-2016-individual-p3-sub-a-atomic-a.4", "sample_indexes": [0], "count": 1},
+    {"record_id": "iol-2021-individual-p3-sub-a-atomic-a.3", "sample_indexes": [4], "count": 1}
+  ],
+  "rejected_exact_reasoning": [
+    {"record_id": "iol-2015-individual-p1-sub-c-atomic-c.1", "sample_indexes": [6], "reason": "Claims fete means sixty rather than 36."},
+    {"record_id": "iol-2016-individual-p3-sub-a-atomic-a.5", "sample_indexes": [7], "reason": "Calls the finite form an infinitive and gives a false -r+r derivation."},
+    {"record_id": "iol-2021-individual-p3-sub-a-atomic-a.2", "sample_indexes": [0], "reason": "Contradicts the verified V-O-S order."},
+    {"record_id": "iol-2021-individual-p3-sub-a-atomic-a.3", "sample_indexes": [2, 5, 6], "reason": "Adds invented voice, phonology, existential, or season claims."},
+    {"record_id": "iol-2021-individual-p3-sub-a-atomic-a.5", "sample_indexes": [5], "reason": "States both subject-before-object and object-before-subject analyses."},
+    {"record_id": "iol-2021-individual-p3-sub-b-atomic-b.3", "sample_indexes": [3, 7], "reason": "Final forms are valid reviewed segmentations, but the explanations add invented or unsupported grammatical claims."},
+    {"record_id": "iol-2021-individual-p3-sub-b-atomic-b.4", "sample_indexes": [3], "reason": "Invents an oblique suffix analysis and unrelated unsupported prose."}
+  ],
+  "decision": "Proceed with a small selective composition-distillation pilot. Use source-balanced raw student prefixes and teacher-only target cards that contain no complete answer unit. Do not train on unchecked guided prose or treat final-answer correctness as rationale validity."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/focused_reasoning_trace_audit_v1.json

@@ -0,0 +1,70 @@
+{
+  "schema_version": "ioling_focused_reasoning_trace_audit_v1",
+  "reviewer": "Codex, manual trace-by-trace comparison with rendered official problem and solution pages",
+  "reviewed_at_utc": "2026-07-11",
+  "criteria": {
+    "faithful": "The final answer is exact and every stated mapping, segmentation, grammatical role, arithmetic operation, and example citation is supported by the official rules/problem.",
+    "reject": "Reject the entire trace if it contains any false intermediate claim, incorrect example gloss, role/tense/case error, unsupported derivation, or self-correction from a materially false path."
+  },
+  "audits": [
+    {
+      "run": "Qwen_Qwen3-4B-Instruct-2507__qwen3_4b_focus_v3_official_rules.json",
+      "method": "rule_decomposition",
+      "exact_samples_reviewed": 30,
+      "faithful_samples": 16,
+      "rejected_exact_samples": 14,
+      "records": [
+        {
+          "record_id": "iol-2015-individual-p1-sub-b-atomic-b.1",
+          "exact_sample_indices": [0, 2, 3, 4, 5],
+          "faithful_sample_indices": [2, 4],
+          "rejected_sample_indices": [0, 3, 5],
+          "note": "Rejected traces misstate the linker trigger, describe 2*20 imprecisely, or cite a derived 41 form as if it were supplied."
+        },
+        {
+          "record_id": "iol-2015-individual-p1-sub-c-atomic-c.1",
+          "exact_sample_indices": [0, 1, 2, 3, 4, 5, 6, 7],
+          "faithful_sample_indices": [0, 1, 2, 3, 4, 5, 6, 7],
+          "rejected_sample_indices": [],
+          "note": "All eight correctly apply 43=36+6+1 and descending Arammba place order."
+        },
+        {
+          "record_id": "iol-2016-individual-p3-sub-a-atomic-a.1",
+          "exact_sample_indices": [4],
+          "faithful_sample_indices": [],
+          "rejected_sample_indices": [4],
+          "note": "The reviewed simple-present answer alias is semantically acceptable, but this trace is rejected as a rationale because it contains false suffix and example analyses."
+        },
+        {
+          "record_id": "iol-2016-individual-p3-sub-a-atomic-a.5",
+          "exact_sample_indices": [2, 3, 6, 7],
+          "faithful_sample_indices": [7],
+          "rejected_sample_indices": [2, 3, 6],
+          "note": "Rejected traces call -di a subject suffix; the official parse is bi-jaːn-d-i, with d the post-n allomorph of present/future -r and -i the 1sg subject suffix."
+        },
+        {
+          "record_id": "iol-2021-individual-p3-sub-a-atomic-a.3",
+          "exact_sample_indices": [0, 1, 2, 3, 4, 5, 6, 7],
+          "faithful_sample_indices": [0, 2, 5, 6, 7],
+          "rejected_sample_indices": [1, 3, 4],
+          "note": "Rejected traces misassign QVX slots, call singular gwadi plural, or incorrectly treat past le- as a demonstrative."
+        },
+        {
+          "record_id": "iol-2021-individual-p3-sub-a-atomic-a.5",
+          "exact_sample_indices": [0, 1, 2, 6],
+          "faithful_sample_indices": [],
+          "rejected_sample_indices": [0, 1, 2, 6],
+          "note": "All four exact traces, including the reviewed passive-answer alias, contain a materially wrong example gloss or demonstrative analysis despite deriving the correct V-O-S answer."
+        }
+      ]
+    },
+    {
+      "run": "Qwen_Qwen3-4B-Instruct-2507__qwen3_4b_focus_v4_trusted_parse.json",
+      "method": "answer_trusted_parse",
+      "exact_samples_reviewed": 48,
+      "faithful_samples": 48,
+      "rejected_exact_samples": 0,
+      "qualification": "These are faithful constrained-imitation traces, not evidence that the model independently inferred the parse: both the trusted target parse and final answer were in the prompt."
+    }
+  ]
+}

benchmark/IOL/ioling_hf/data/manual_overrides/microstep_curriculum_v1_audit.json

@@ -0,0 +1,132 @@
+{
+  "schema_version": "ioling_microstep_curriculum_v1_audit",
+  "reviewed_at_utc": "2026-07-12",
+  "data": {
+    "train_ledger": "data/manual_overrides/train_microsteps_v1.json",
+    "validation_ledger": "data/manual_overrides/validation_microsteps_v1.json",
+    "train_tasks": 100,
+    "train_sources": 15,
+    "validation_tasks": 40,
+    "validation_sources": 3,
+    "source_overlap": [],
+    "validation_solution_pages_manually_read": 6,
+    "validation_sources_manually_read": [
+      "2015-individual-1",
+      "2016-individual-3",
+      "2021-individual-3"
+    ]
+  },
+  "scorer": {
+    "version": "reviewed_mapping_and_order_v3",
+    "association": "Every response must contain the requested step_id in a parsed JSON object.",
+    "normalization": "NFKC, casefolding, whitespace normalization, and reviewed punctuation normalization.",
+    "reviewed_equivalences": [
+      "A numeric mapping may be stated as a sentence only when it contains exactly the expected integer and no competing integer.",
+      "Symbolic word-order answers may vary spaces, commas, parentheses, and separator hyphens but not symbol order or symbol inventory.",
+      "A mapping statement may start with the canonical form or end in an explicit is/means/represents/becomes predicate.",
+      "General substring matching, fuzzy edit distance, and model-judge acceptance are disabled."
+    ],
+    "tests": "tests/test_microstep_eval.py and tests/test_microstep_rl.py"
+  },
+  "manual_output_review": {
+    "base_microstep_samples_reviewed": 320,
+    "balanced_sft_microstep_samples_reviewed": 320,
+    "qwen3_30b_microstep_samples_reviewed": 320,
+    "unbalanced_sft_visible_raw_finals_reviewed": 170,
+    "balanced_sft_visible_raw_finals_reviewed": 189,
+    "post_rl_visible_raw_finals_reviewed": 185,
+    "raw_final_scorer_false_negatives": 0,
+    "notes": [
+      "The initial exact-value scorer missed valid sentence-wrapped numeric and lexical mappings and compact symbolic word orders; all reviewed equivalences were encoded narrowly and regression-tested.",
+      "Near Kilivila finals changed participants, tense, number, deixis, or modifiers and were not accepted as paraphrases.",
+      "Nahuatl and Arammba finals used wrong components or decompositions; Kunuz Nubian finals changed roots, cases, agreement, or roles."
+    ]
+  },
+  "baselines": {
+    "qwen3_4b_base": {
+      "report": "reports/microsteps/qwen3_4b_base_validation_v1.json",
+      "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/xj5k5u1v",
+      "correct_samples": 57,
+      "samples": 320,
+      "pass_at_8_tasks": 9,
+      "tasks": 40
+    },
+    "selected_v6_sft": {
+      "report": "reports/microsteps/qwen3_4b_selected_v6_e2_validation_v1.json",
+      "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/hlz9lqpp",
+      "correct_samples": 58,
+      "samples": 320,
+      "pass_at_8_tasks": 9,
+      "tasks": 40
+    },
+    "qwen3_30b_raw": {
+      "report": "reports/microsteps/qwen3_30b_validation_v1.json",
+      "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/ml22jowg",
+      "correct_samples": 38,
+      "samples": 320,
+      "pass_at_8_tasks": 6,
+      "tasks": 40
+    }
+  },
+  "unbalanced_sft": {
+    "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/olnum9nm",
+    "rows": 223,
+    "epochs": 2,
+    "learning_rate": 0.000005,
+    "train_microstep_greedy": "8/100",
+    "validation_microstep_samples": "56/320",
+    "validation_microstep_pass_at_8": "9/40",
+    "raw_validation_exact": "0/192",
+    "raw_validation_format_rate": 0.8854166666666666,
+    "raw_validation_truncation_rate": 0.11458333333333333,
+    "decision": "Underfit because 1,677 microstep completion tokens were dominated by 7,028 raw-trace completion tokens. Do not interpret as a transfer test."
+  },
+  "balanced_sft": {
+    "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/a9j4dxpx",
+    "data": "data/sft/ioling_microsteps_and_selected_v2_balanced/train.jsonl",
+    "rows": 523,
+    "microstep_repetitions": 4,
+    "epochs": 5,
+    "learning_rate": 0.000005,
+    "train_microstep_greedy": "28/100",
+    "train_microstep_samples": "157/800",
+    "train_microstep_pass_at_8": "47/100",
+    "validation_microstep_report": "reports/microsteps/qwen3_4b_microsteps_balanced_v2_e5_validation_v1.json",
+    "validation_microstep_wandb": "https://wandb.ai/alexgurung/ioling-research/runs/4wjhfqf1",
+    "validation_microstep_samples": "47/320",
+    "validation_microstep_pass_at_8": "14/40",
+    "raw_validation_report": "reports/microsteps_balanced_v2_e5_v14_val_pass8.json",
+    "raw_validation_wandb": "https://wandb.ai/alexgurung/ioling-research/runs/a2cofea9",
+    "raw_validation_exact": "0/192",
+    "raw_validation_format_rate": 0.984375,
+    "raw_validation_truncation_rate": 0.010416666666666666
+  },
+  "microstep_rl": {
+    "framework": "OpenRLHF colocated one-GPU group-normalized PPO",
+    "wandb": "https://wandb.ai/alexgurung/ioling-rl/runs/n0bpuycd",
+    "episodes": 1,
+    "rollout_batch_size": 32,
+    "train_batch_size": 32,
+    "samples_per_prompt": 8,
+    "temperature": 1.0,
+    "max_new_tokens": 256,
+    "learning_rate": 0.0000005,
+    "vllm_gpu_memory_utilization": 0.5,
+    "final_rollout_reward": 0.21875,
+    "reward_fetch_failed": 0.0,
+    "final_rollout_format_rate": 0.99609375,
+    "internal_eval_pass_at_1": 0.175,
+    "internal_eval_pass_at_2": 0.25,
+    "matched_post_validation_microstep_report": "reports/microsteps/qwen3_4b_microsteps_balanced_v2_e5_grpo_v1_validation_pass8.json",
+    "matched_post_validation_microstep_wandb": "https://wandb.ai/alexgurung/ioling-research/runs/k772ijsk",
+    "matched_post_validation_microstep_samples": "48/320",
+    "matched_post_validation_microstep_pass_at_8": "14/40",
+    "matched_post_raw_report": "reports/microsteps_balanced_v2_e5_grpo_v1_v14_val_pass8.json",
+    "matched_post_raw_wandb": "https://wandb.ai/alexgurung/ioling-research/runs/ufmzgo2h",
+    "matched_post_raw_exact": "0/192",
+    "matched_post_raw_format_rate": 0.9635416666666666,
+    "matched_post_raw_truncation_rate": 0.020833333333333332,
+    "decision": "Do not run a second episode. Exact microstep reward fixes zero-reward optimization, but the matched held-out support and raw final accuracy did not improve."
+  },
+  "overall_decision": "Keep the manually verified microstep data and scorer. The balanced SFT checkpoint improves held-out pass@8 task coverage and termination, but neither one SFT correction nor one exact-reward RL episode yields a correct raw final answer. The next data work must add source diversity and target-composition supervision; do not scale this RL recipe unchanged."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/qwen3_30b_opd_teacher_audit_v1.json

@@ -0,0 +1,110 @@
+{
+  "schema_version": "ioling_qwen3_30b_opd_teacher_audit_v1",
+  "reviewed_at_utc": "2026-07-12",
+  "teacher": "Qwen/Qwen3-30B-A3B-Instruct-2507-FP8",
+  "compatibility_report": "reports/opd_qwen3_30b_teacher_prefix_compatibility_v1.json",
+  "compatibility_wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/en9lmb1x",
+  "compatibility_summary": {
+    "records": 12,
+    "source_problems": 12,
+    "tokens": 1536,
+    "mean_top_16_overlap": 0.626953125,
+    "low_compatibility_fraction": 0.7161458333333334,
+    "student_teacher_top_one_agreement": 0.779296875,
+    "sampled_token_teacher_top_one_rate": 0.76953125,
+    "sampled_token_teacher_top_five_rate": 0.9427083333333334,
+    "sampled_token_teacher_top_16_rate": 0.9830729166666666
+  },
+  "privileged_trace_report": "reports/answer_given_rationale/Qwen_Qwen3-30B-A3B-Instruct-2507-FP8__qwen3-30b-v14-privileged-trace-gate-n2.json",
+  "privileged_trace_wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/izq40g40",
+  "trace_review_rule": "Accept only when every bullet is true, grounded in a displayed example or checked rule, and sufficient for the final answer. Exact final-answer copying is not evidence of a valid rationale.",
+  "trace_reviews": [
+    {
+      "record_id": "iol-2017-individual-p3-sub-a-atomic-a.3",
+      "sample_index": 0,
+      "decision": "reject",
+      "reason": "The fifth bullet falsely says kínà is not used with another verb; example 5 explicitly coordinates singing and dancing."
+    },
+    {
+      "record_id": "iol-2017-individual-p3-sub-a-atomic-a.3",
+      "sample_index": 1,
+      "decision": "accept",
+      "reason": "The trace correctly identifies first-person ŋg-, the dance root kínà from example 5, and the low declarative final tone. These facts are sufficient for the short translation."
+    },
+    {
+      "record_id": "iol-2018-individual-p2-sub-b-atomic-b.3",
+      "sample_index": 0,
+      "decision": "reject",
+      "reason": "Several citations are false: examples 2 and 8 are past rather than present r-, and their -u does not demonstrate a second-person object outranking a third-person subject."
+    },
+    {
+      "record_id": "iol-2018-individual-p2-sub-b-atomic-b.3",
+      "sample_index": 1,
+      "decision": "reject",
+      "reason": "The trace cites examples 5, 7, 8, and 10 for person-role configurations they do not contain and describes post-predicate agreement as a verb prefix."
+    },
+    {
+      "record_id": "iol-2018-individual-p3-sub-a-atomic-a.7",
+      "sample_index": 0,
+      "decision": "reject",
+      "reason": "It calls nd voiceless and says nd is preserved, while the checked rule and its own final form require reversing first-person nd to second-person t."
+    },
+    {
+      "record_id": "iol-2018-individual-p3-sub-a-atomic-a.7",
+      "sample_index": 1,
+      "decision": "reject",
+      "reason": "It repeatedly claims consonant preservation even though ndôko to teôko changes nd to t, and it misdescribes ô as an initial vowel."
+    }
+  ],
+  "summary": {
+    "privileged_traces_reviewed": 6,
+    "privileged_traces_accepted": 1,
+    "privileged_traces_rejected": 5,
+    "free_form_sft_gate": "closed",
+    "sparse_cross_model_opd_gate": "tested_without_held_out_gain",
+    "teacher_target_records": 61,
+    "teacher_target_tokens": 7808,
+    "validation_samples": 192,
+    "validation_exact_samples": 0,
+    "validation_visible_finals_reviewed": 174,
+    "validation_scorer_false_negatives": 0
+  },
+  "sparse_target_collection": {
+    "data": "data/opd/qwen3_30b_teacher_targets_v1.jsonl",
+    "report": "reports/opd_qwen3_30b_teacher_targets_v1.json",
+    "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/30t30cqb",
+    "records": 61,
+    "source_problems": 12,
+    "tokens": 7808,
+    "teacher_top_k": 20,
+    "mean_teacher_top_k_probability_mass": 0.9984599844408782,
+    "objective_partition": "The top-20 teacher tokens are represented separately and all remaining probability mass is retained as one residual bucket."
+  },
+  "cross_model_training": {
+    "starting_adapter": "checkpoints/qwen3-4b-ioling-selected-v6-e2",
+    "output_adapter": "checkpoints/qwen3-4b-ioling-selected-v6-e2-opd-qwen3-30b-v1",
+    "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/emhr0aox",
+    "learning_rate": 0.0000005,
+    "epochs": 1,
+    "optimizer_updates": 16,
+    "gradient_accumulation_steps": 4,
+    "mean_coarse_forward_kl": 0.7166733221441018
+  },
+  "validation_review": {
+    "report": "reports/opd_qwen3_30b_sparse_v1_v14_val_pass8.json",
+    "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/xdo5u39m",
+    "samples": 192,
+    "exact_samples": 0,
+    "format_rate": 0.90625,
+    "truncation_rate": 0.09895833333333333,
+    "visible_finals_reviewed": 174,
+    "scorer_false_negatives": 0,
+    "scope": "Every strict final box was grouped by record with its verified canonical answer and aliases. Every distinct box was read; repeated boxes were counted and all 174 visible samples were covered.",
+    "findings": [
+      "Nahuatl and Arammba answers used the wrong numeral components or values.",
+      "Kunuz Nubian answers changed lexical roots, semantic roles, number, or inflection.",
+      "Kilivila English answers changed predicates, participants, quantity, tense, or direction of care; generated Kilivila forms used unrelated lexemes and morphology."
+    ]
+  },
+  "decision": "The 30B teacher is materially different from the 4B student and produced one valid short rationale, but five of six free-form traces contain false claims. Sparse top-20 targets retained 99.846% of teacher probability mass and supplied a dense coarse forward-KL update over 7,808 raw-prefix tokens. The matched held-out evaluation nevertheless remained 0/192 exact, and manual review of all 174 visible final boxes found no scorer false negative. Do not use generated teacher prose and do not run a second cross-model OPD pass. Dense privileged distillation bypasses zero reward technically, but this evidence does not show useful transfer on IOLing."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/qwen3_4b_thinking_v1_trace_audit.json

@@ -0,0 +1,51 @@
+{
+  "schema_version": "qwen3_4b_thinking_v1_trace_audit",
+  "reports": [
+    "reports/qwen3_4b_thinking_2507_v12_val_pass8_4k.json",
+    "reports/qwen3_4b_thinking_2507_v12_focused_pass8_8k.json"
+  ],
+  "summary": {
+    "validation_4k_records": 24,
+    "validation_4k_samples": 192,
+    "validation_4k_exact_samples": 0,
+    "validation_4k_truncated_samples": 192,
+    "focused_8k_records": 4,
+    "focused_8k_samples": 32,
+    "focused_8k_exact_samples": 0,
+    "focused_8k_truncated_samples": 31,
+    "focused_8k_visible_finals": 1,
+    "accepted_rationales": 0
+  },
+  "manual_review": [
+    {
+      "scope": "All 192 four-thousand-token candidates, reviewed by record and candidate tail",
+      "decision": "reject",
+      "reason": "Every candidate hit the cap while repeatedly changing lexical and arithmetic assignments. The traces were making substantive attempts, but they did not converge toward a stable derivation."
+    },
+    {
+      "record_id": "iol-2015-individual-p1-sub-b-atomic-b.1",
+      "scope": "All eight focused eight-thousand-token candidates",
+      "decision": "reject",
+      "reason": "Seven traces hit the cap while cycling through incompatible numeral values. The only completed trace copied a large number from equation 13 as the answer for 42 and was clearly wrong."
+    },
+    {
+      "record_id": "iol-2016-individual-p3-sub-a-atomic-a.5",
+      "scope": "All eight focused eight-thousand-token candidates",
+      "decision": "reject",
+      "reason": "All traces hit the cap. They repeatedly reversed noun and verb assignments already constrained by the examples and the four verified earlier items."
+    },
+    {
+      "record_id": "iol-2021-individual-p3-sub-a-atomic-a.1",
+      "scope": "All eight focused eight-thousand-token candidates",
+      "decision": "reject",
+      "reason": "All traces hit the cap and converged only on semantically wrong variants that omit old or reverse who looks after whom."
+    },
+    {
+      "record_id": "iol-2021-individual-p3-sub-b-atomic-b.1",
+      "scope": "All eight focused eight-thousand-token candidates",
+      "decision": "reject",
+      "reason": "All traces hit the cap while swapping the roles of nouns, verbs, demonstratives, and agreement forms. None reached the verified Kilivila sentence."
+    }
+  ],
+  "conclusion": "Doubling the generation budget does not repair the Qwen3-4B Thinking model on this panel. The dominant failure is unstable rule induction and repetition, not merely a final answer truncated shortly before completion."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/rl_positive_trace_audit_v1.json

@@ -0,0 +1,91 @@
+{
+  "schema_version": "ioling_rl_positive_trace_audit_v1",
+  "reviewed_at_utc": "2026-07-11",
+  "probe": "reports/rl_distill_v1_strict_ep2_pass8.json",
+  "review_method": "Every strict-correct train completion was compared with the manually checked facts in train_target_derivations_v1.json. Final-answer correctness was not treated as evidence that the explanation was correct.",
+  "summary": {
+    "exact_answer_samples": 13,
+    "reasoning_accepted": 2,
+    "reasoning_rejected": 11
+  },
+  "samples": [
+    {
+      "record_id": "iol-2016-individual-p5-sub-a-atomic-a.1",
+      "sample_index": 7,
+      "decision": "reject",
+      "reason": "Invents a suffix -ntxi and calls utu 'house'; the checked segmentation is uta + -nha + -na + -txi."
+    },
+    {
+      "record_id": "iol-2019-individual-p5-sub-a-atomic-a.2",
+      "sample_index": 0,
+      "decision": "reject",
+      "reason": "The answer is correct, but the explanation is unrelated to the Nooni forms and invents a day-clause rule and a form yu'e."
+    },
+    {
+      "record_id": "iol-2019-individual-p5-sub-a-atomic-a.3",
+      "sample_index": 4,
+      "decision": "reject",
+      "reason": "Uses invented suffix descriptions and does not derive the checked components wvù, tɔ̀ nɔ̂ː, yɛn ... lé, bèsèn, and bvúmbòn."
+    },
+    {
+      "record_id": "iol-2019-individual-p5-sub-a-atomic-a.4",
+      "sample_index": 1,
+      "decision": "accept",
+      "reason": "Correctly identifies bèsèn 'we', nú bóy future, tɔ́ 'come', fɔ̀wǎy 'market', and bvúzhı᷇ːde᷆n as Bvuzhiden."
+    },
+    {
+      "record_id": "iol-2016-individual-p5-sub-b-atomic-b.4",
+      "sample_index": 4,
+      "decision": "reject",
+      "reason": "Misidentifies the suffix chain and states a surface form different from both the checked derivation and its own final answer."
+    },
+    {
+      "record_id": "iol-2016-individual-p5-sub-b-atomic-b.6",
+      "sample_index": 6,
+      "decision": "reject",
+      "reason": "Contains the useful uta + -txi observation, but wraps it in invented wording ('Ahouse') and an unsupported construction claim."
+    },
+    {
+      "record_id": "iol-2016-individual-p5-sub-b-atomic-b.6",
+      "sample_index": 7,
+      "decision": "reject",
+      "reason": "Incorrectly analyzes uta as 'our house' and claims a reflected final vowel."
+    },
+    {
+      "record_id": "iol-2008-individual-p5-sub-a-atomic-a.1",
+      "sample_index": 1,
+      "decision": "reject",
+      "reason": "The translation is correct, but most suffix claims conflict with the checked segmentation Amaru-up, angatku-it, and taku-j-anga."
+    },
+    {
+      "record_id": "iol-2008-individual-p5-sub-a-atomic-a.3",
+      "sample_index": 3,
+      "decision": "reject",
+      "reason": "Recognizes the reflexive reading, but invents suffixes and person meanings not supported by the checked analysis."
+    },
+    {
+      "record_id": "iol-2008-individual-p5-sub-a-atomic-a.3",
+      "sample_index": 6,
+      "decision": "reject",
+      "reason": "Contradicts its final answer by glossing aarqijuq as 'cured him' before answering 'cured himself'."
+    },
+    {
+      "record_id": "iol-2008-individual-p5-sub-a-atomic-a.4",
+      "sample_index": 1,
+      "decision": "reject",
+      "reason": "Invents -mik and -up morphology absent from the target; the checked verb segmentation is qukiq-t-ait."
+    },
+    {
+      "record_id": "iol-2008-individual-p5-sub-a-atomic-a.5",
+      "sample_index": 3,
+      "decision": "reject",
+      "reason": "Calls qaij a bear/possessive form and gives an incoherent account of -tit."
+    },
+    {
+      "record_id": "iol-2008-individual-p5-sub-a-atomic-a.5",
+      "sample_index": 4,
+      "decision": "accept",
+      "reason": "Correctly identifies qai/qaij 'come' and -utit as the second-person subject ending."
+    }
+  ]
+}

benchmark/IOL/ioling_hf/data/manual_overrides/rule_rich_v1_trace_audit.json

@@ -0,0 +1,24 @@
+{
+  "schema_version": "rule_rich_v1_trace_audit",
+  "validation_report": "reports/sft_rule_rich_v1_val_pass8.json",
+  "train_probe_report": "reports/sft_rule_rich_v1_train_one_per_source_pass8.json",
+  "summary": {
+    "validation_exact_samples": 0,
+    "validation_samples": 192,
+    "train_probe_exact_samples": 2,
+    "train_probe_sources": 11,
+    "accepted_exact_rationales": 0,
+    "rejected_exact_rationales": 2,
+    "rl_gate": "closed"
+  },
+  "exact_samples": [
+    {"record_id":"iol-2019-individual-p5-sub-a-atomic-a.1","sample_index":2,"decision":"reject","reason":"The rationale invents unrelated day and tense forms, never derives the target from the supplied examples, and then emits a memorized exact answer."},
+    {"record_id":"iol-2022-individual-p1-sub-a-atomic-a.1","sample_index":6,"decision":"reject","reason":"The rationale gives incoherent participant-order claims and only states the second reading after repeating the known first translation."}
+  ],
+  "validation_near_miss_review": [
+    {"record_id":"iol-2016-individual-p3-sub-a-atomic-a.5","candidate":"I will strike the chickens.","reason":"Wrong verb and number; official answer is I will buy the chicken."},
+    {"record_id":"iol-2015-individual-p1-sub-b-atomic-b.1","candidate":"mäcuïl-pöhualli-öme","reason":"Wrong coefficient and missing required additive linker; this is not an alternate spelling of 42."},
+    {"record_id":"iol-2021-individual-p3-sub-a-atomic-a.1","candidate":"How many women will look after this man?","reason":"Omits old and reverses the old man's role; not semantically equivalent."}
+  ],
+  "decision": "Do not start accuracy-only RL or rationale distillation from this checkpoint. Exact source-seen boxes are unsupported memorization and held-out reward is zero."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/rule_rich_v2_abui_trace_audit.json

@@ -0,0 +1,54 @@
+{
+  "schema_version": "rule_rich_v2_abui_trace_audit",
+  "validation_report": "reports/sft_rule_rich_v2_abui_val_pass8.json",
+  "train_probe_report": "reports/sft_rule_rich_v2_abui_train_one_per_source_pass8.json",
+  "summary": {
+    "validation_records": 24,
+    "validation_samples": 192,
+    "validation_exact_samples": 0,
+    "validation_visible_final_answers_reviewed": 153,
+    "train_probe_sources": 12,
+    "train_probe_samples": 96,
+    "train_probe_exact_samples": 1,
+    "accepted_exact_rationales": 0,
+    "rejected_exact_rationales": 1,
+    "rl_gate": "closed"
+  },
+  "validation_review": {
+    "decision": "no_scorer_false_negatives_found",
+    "scope": "Every candidate's final line was reviewed by record; truncated candidates and the closest semantic candidates were inspected separately.",
+    "notable_errors": [
+      {
+        "record_id": "iol-2015-individual-p1-sub-c-atomic-c.2",
+        "sample_index": 1,
+        "candidate": "fete nimbo ngámbi",
+        "reason": "This is the verified earlier answer for 43, copied into the 569 target. It is correctly rejected."
+      },
+      {
+        "record_id": "iol-2016-individual-p3-sub-a-atomic-a.5",
+        "candidate_pattern": "I will strike/give the chicken(s)",
+        "reason": "All variants have the wrong verb, number, or added recipient. The official answer is 'I will buy the chicken.'"
+      },
+      {
+        "record_id": "iol-2021-individual-p3-sub-a-atomic-a.1",
+        "candidate_pattern": "How many women will look after this/that man?",
+        "reason": "The candidates omit 'old' and reverse who looks after whom. They are not equivalent to the verified answer."
+      }
+    ]
+  },
+  "source_seen_exact": {
+    "record_id": "iol-2022-individual-p1-sub-a-atomic-a.1",
+    "sample_index": 5,
+    "decision": "reject",
+    "reason": "The exact box follows a long invented account of vowels, voice, and person roles. It never derives the alternate role assignment from the examples and is not a valid reasoning trace."
+  },
+  "new_abui_source_probe": {
+    "record_id": "iol-2017-individual-p2-sub-b-atomic-b.1",
+    "samples_reviewed": 8,
+    "exact_samples": 0,
+    "completed_wrong_answers": ["nose", "upper part of a tree", "side", "his own eye", "people", "..."],
+    "truncated_samples": 2,
+    "conclusion": "The model did not recover that a- marks a possessed body part and zero marks a second-person-singular possessor, even on this source-seen task."
+  },
+  "decision": "The eight-task Abui expansion does not change held-out accuracy or produce a valid exact source-seen rationale. Do not begin accuracy-only RL from this checkpoint."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/scoring_overrides_v1.json

@@ -0,0 +1,50 @@
+{
+  "schema_version": "ioling_scoring_overrides_v1",
+  "reviewed_at_utc": "2026-07-12",
+  "reason": "Manual generation review found that case folding made unresolved linguistic metanotation score as a concrete answer.",
+  "records": {
+    "iol-2015-individual-p1-sub-b-atomic-b.1": {
+      "units": {
+        "b.1": {
+          "case_sensitive": true,
+          "note": "The official rule uses uppercase M as an unresolved allomorph variable. The answer must realize lowercase m in -om-."
+        }
+      }
+    },
+    "iol-2015-individual-p1-sub-c-atomic-c.1": {
+      "units": {
+        "c.1": {
+          "accepted_values": ["fete-nimbo-ngámbi"],
+          "note": "Reviewed formatting variant with hyphens replacing spaces between the same three Arammba words."
+        }
+      }
+    },
+    "iol-2015-individual-p1-sub-c-atomic-c.2": {
+      "units": {
+        "c.2": {
+          "accepted_values": ["yànparo-tarumba yenówe-fete asàr-tàxwo tambaroy"],
+          "note": "Reviewed formatting variant with term-internal hyphens and the official word order."
+        }
+      }
+    },
+    "iol-2016-individual-p3-sub-a-atomic-a.4": {
+      "units": {
+        "a.4": {
+          "accepted_values": ["The owners gave the camel to us."],
+          "note": "English dative paraphrase of the official 'gave us the camel'."
+        }
+      }
+    },
+    "iol-2021-individual-p3-sub-b-atomic-b.3": {
+      "units": {
+        "b.3": {
+          "accepted_values": [
+            "Gudivila gugwadi bi-kamkwam-si bunukwa minasina?",
+            "Gudivila gugwadi bi-kamkwamsi bunukwa minasina?"
+          ],
+          "note": "Reviewed morpheme-boundary formatting of bikamkwamsi; removing the hyphens gives the official surface form exactly."
+        }
+      }
+    }
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/sft_v3_positive_trace_audit.json

@@ -0,0 +1,15 @@
+{
+  "schema_version": "sft_v3_positive_trace_audit_v1",
+  "report": "reports/sft_distill_v3_expanded_clean_both_pass8.json",
+  "reviewed_exact_samples": 6,
+  "accepted_rationales": 1,
+  "rejected_rationales": 5,
+  "records": [
+    {"record_id":"iol-2019-individual-p5-sub-a-atomic-a.1","decision":"reject","reason":"Invents an unsupported day/following-day pattern and does not use the checked copular analysis."},
+    {"record_id":"iol-2019-individual-p5-sub-a-atomic-a.4","decision":"reject","reason":"Splits the checked future marker nú bóy and incorrectly assigns future meaning to bóy alone."},
+    {"record_id":"iol-2016-individual-p5-sub-b-atomic-b.6","decision":"reject","reason":"Claims -txi questions an object; the checked fact only establishes an interrogative suffix."},
+    {"record_id":"iol-2008-individual-p5-sub-a-atomic-a.2","decision":"accept","reason":"The three lexical/morphological claims match the checked target parse and directly compose the answer."},
+    {"record_id":"iol-2008-individual-p5-sub-a-atomic-a.3","decision":"reject","reason":"Contains several invented morphological claims and unrelated prose despite an exact final answer."},
+    {"record_id":"iol-2008-individual-p5-sub-a-atomic-a.5","decision":"reject","reason":"Calls -utit specifically second-person plural although the checked evidence only supports second person here."}
+  ]
+}

benchmark/IOL/ioling_hf/data/manual_overrides/structured_analysis_v1_audit.json

@@ -0,0 +1,102 @@
+{
+  "schema_version": "ioling_structured_analysis_v1_manual_audit",
+  "created_at_utc": "2026-07-12",
+  "dataset": {
+    "path": "data/sft/ioling_structured_analysis_v1/train.jsonl",
+    "rows": 369,
+    "records": 123,
+    "source_problems": 15,
+    "task_counts": {
+      "structured_analysis": 123,
+      "solve_with_checked_analysis": 123,
+      "raw_solve": 123
+    },
+    "reference_review": {
+      "scope": "One complete structured target was read from every training source after generation. The underlying rule cards, target facts, and final answers had already been manually checked against the official problem and solution pages in the v14 audit.",
+      "sources_reviewed": [
+        "2008-individual-5",
+        "2011-individual-1",
+        "2011-individual-4",
+        "2012-individual-1",
+        "2012-individual-5",
+        "2016-individual-5",
+        "2017-individual-2",
+        "2017-individual-3",
+        "2018-individual-2",
+        "2018-individual-3",
+        "2019-individual-5",
+        "2021-individual-1",
+        "2022-individual-1",
+        "2023-individual-5",
+        "2024-individual-1"
+      ],
+      "sources_accepted": 15,
+      "sources_rejected": 0
+    }
+  },
+  "training": {
+    "model": "Qwen/Qwen3-4B-Instruct-2507",
+    "adapter": "checkpoints/qwen3-4b-ioling-structured-analysis-v1-e2",
+    "epochs": 2,
+    "learning_rate": 0.000005,
+    "effective_batch_size": 8,
+    "max_length": 4096,
+    "lora_rank": 32,
+    "lora_alpha": 64,
+    "optimizer_updates": 94,
+    "train_loss": 1.908604508701791,
+    "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/degxhckr"
+  },
+  "two_stage_validation": {
+    "report": "reports/structured_analysis_v1_e2_v14_val_2x4.json",
+    "records": 24,
+    "analysis_samples": 48,
+    "solve_samples": 192,
+    "analysis_format_valid": 20,
+    "analysis_truncated": 27,
+    "final_format_valid": 178,
+    "final_truncated": 0,
+    "exact_final_samples": 0,
+    "records_with_any_exact": 0,
+    "manual_analysis_review": {
+      "reviewed": 48,
+      "accepted": 0,
+      "rejected": 48,
+      "scope": "Every generated analysis was read in full, including malformed and truncated analyses.",
+      "findings": [
+        "Nahuatl and Arammba analyses invented numerical values and operations, then looped over inconsistent assignments.",
+        "Kunuz Nubian analyses swapped noun and verb meanings, word order, and participant roles.",
+        "Kilivila analyses assigned demonstratives, numerals, thematic roles, and tense inconsistently."
+      ]
+    },
+    "manual_final_review": {
+      "visible_finals_reviewed": 178,
+      "scorer_false_negatives": 0,
+      "scope": "Every strict boxed final was grouped by record and compared with its verified canonical answer and accepted aliases. Every distinct box was read; all were semantically wrong."
+    }
+  },
+  "raw_validation": {
+    "report": "reports/structured_analysis_v1_e2_v14_val_raw_pass8.json",
+    "records": 24,
+    "samples": 192,
+    "visible_finals_reviewed": 122,
+    "exact_samples": 0,
+    "format_rate": 0.6354166666666666,
+    "truncation_rate": 0.3229166666666667,
+    "scorer_false_negatives": 0,
+    "scope": "Every strict boxed final was grouped by record and compared with its verified canonical answer and accepted aliases. Every distinct box was read; all were semantically wrong."
+  },
+  "summary": {
+    "training_sources_manually_sampled": 15,
+    "generated_analyses_reviewed": 48,
+    "generated_analyses_accepted": 0,
+    "two_stage_final_samples": 192,
+    "two_stage_exact_samples": 0,
+    "two_stage_visible_finals_reviewed": 178,
+    "raw_final_samples": 192,
+    "raw_exact_samples": 0,
+    "raw_visible_finals_reviewed": 122,
+    "scorer_false_negatives_found": 0
+  },
+  "decision": "The separate intermediate target makes the failure observable, but the model did not generate one valid held-out analysis in 48 attempts. Do not scale this representation or aggregate its outputs. The next distillation experiment must verify concrete intermediate claims against displayed evidence before those claims receive a positive teacher weight."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/student_trace_selection_v1.json

@@ -0,0 +1,46 @@
+{
+  "schema_version": "ioling_student_trace_selection_v1",
+  "reviewed_at_utc": "2026-07-11",
+  "reviewer": "Codex, manual comparison of every selected trace with train_target_derivations_v1 checked facts",
+  "candidate_run": "reports/sft_trace_candidates/checkpoints_qwen3-4b-ioling-manual-sft-v1-e10-merged__e10_all_train_trusted_n8.json",
+  "records": {
+    "iol-2012-individual-p5-sub-d-atomic-d.1": {"method": "manual", "sample_index": null, "review_note": "All sampled exact traces invented phrase-form details."},
+    "iol-2012-individual-p5-sub-d-atomic-d.2": {"method": "manual", "sample_index": null, "review_note": "All sampled exact traces invented or misstated vowel rules."},
+    "iol-2016-individual-p5-sub-a-atomic-a.1": {"method": "answer_trusted_facts", "sample_index": 0, "review_note": "Uses only the checked suffix meanings."},
+    "iol-2016-individual-p5-sub-a-atomic-a.2": {"method": "answer_trusted_facts", "sample_index": 2, "review_note": "Correct possessive and two-step vowel elision."},
+    "iol-2016-individual-p5-sub-a-atomic-a.3": {"method": "answer_trusted_facts", "sample_index": 2, "review_note": "Correct root and suffix meanings without extra claims."},
+    "iol-2012-individual-p1-sub-b-atomic-b.1": {"method": "trusted_facts", "sample_index": 5, "review_note": "Complete checked object-subject-verb parse."},
+    "iol-2012-individual-p1-sub-b-atomic-b.2": {"method": "answer_trusted_facts", "sample_index": 7, "review_note": "Complete checked object-subject-verb parse."},
+    "iol-2012-individual-p1-sub-b-atomic-b.3": {"method": "answer_trusted_facts", "sample_index": 2, "review_note": "Complete checked object-subject-verb parse."},
+    "iol-2011-individual-p1-sub-b-atomic-b.1": {"method": "answer_trusted_facts", "sample_index": 2, "review_note": "Exact checked morpheme sequence and surface concatenation."},
+    "iol-2011-individual-p1-sub-b-atomic-b.2": {"method": "answer_trusted_facts", "sample_index": 7, "review_note": "Exact checked morpheme sequence; no invented mechanism."},
+    "iol-2011-individual-p1-sub-b-atomic-b.3": {"method": "trusted_facts", "sample_index": 3, "review_note": "Exact checked morpheme sequence."},
+    "iol-2011-individual-p1-sub-b-atomic-b.4": {"method": "answer_trusted_facts", "sample_index": 4, "review_note": "Exact morpheme sequence and vowel-length rule."},
+    "iol-2019-individual-p5-sub-a-atomic-a.1": {"method": "trusted_facts", "sample_index": 3, "review_note": "Correct copular parse and day expression."},
+    "iol-2019-individual-p5-sub-a-atomic-a.2": {"method": "trusted_facts", "sample_index": 5, "review_note": "Correct first-person forms, see construction, object, and day."},
+    "iol-2019-individual-p5-sub-a-atomic-a.3": {"method": "answer_trusted_facts", "sample_index": 6, "review_note": "Complete checked tense, predicate, object, sandhi, and day parse."},
+    "iol-2019-individual-p5-sub-a-atomic-a.4": {"method": "answer_trusted_facts", "sample_index": 0, "review_note": "Exact checked lexical and tense mappings."},
+    "iol-2008-individual-p5-sub-b-atomic-b.1": {"method": "answer_trusted_facts", "sample_index": 1, "review_note": "Correct subject and 3rd-subject/2nd-object verb parse."},
+    "iol-2008-individual-p5-sub-b-atomic-b.2": {"method": "answer_trusted_facts", "sample_index": 0, "review_note": "Exact checked subject, object, and verb parse."},
+    "iol-2008-individual-p5-sub-b-atomic-b.3": {"method": "answer_trusted_facts", "sample_index": 2, "review_note": "Correct possession and consonant-final verb parse."},
+    "iol-2008-individual-p5-sub-b-atomic-b.4": {"method": "answer_trusted_facts", "sample_index": 2, "review_note": "Correct indefinite object and second-person verb form."},
+    "iol-2008-individual-p5-sub-b-atomic-b.5": {"method": "answer_trusted_facts", "sample_index": 0, "review_note": "Correct possessed subject, indefinite object, and third-person verb."},
+    "iol-2019-individual-p5-sub-c-atomic-c.1": {"method": "answer_trusted_facts", "sample_index": 0, "review_note": "Exact checked order and lexical/tense mappings."},
+    "iol-2019-individual-p5-sub-c-atomic-c.2": {"method": "answer_trusted_facts", "sample_index": 3, "review_note": "Exact subject-time-verb-object parse."},
+    "iol-2019-individual-p5-sub-c-atomic-c.3": {"method": "answer_trusted_facts", "sample_index": 2, "review_note": "Correct future, first-person assimilation, object, and day."},
+    "iol-2019-individual-p5-sub-c-atomic-c.4": {"method": "answer_trusted_facts", "sample_index": 2, "review_note": "Exact checked lexical mappings."},
+    "iol-2019-individual-p5-sub-c-atomic-c.5": {"method": "manual", "sample_index": null, "review_note": "Sampled exact traces mislabeled person or tone behavior."},
+    "iol-2016-individual-p5-sub-b-atomic-b.1": {"method": "answer_trusted_facts", "sample_index": 1, "review_note": "Correct possessive suffix and vowel deletion."},
+    "iol-2016-individual-p5-sub-b-atomic-b.2": {"method": "answer_trusted_facts", "sample_index": 5, "review_note": "Correct root, suffixes, and loss of the -ma vowel."},
+    "iol-2016-individual-p5-sub-b-atomic-b.3": {"method": "answer_trusted_facts", "sample_index": 4, "review_note": "Correct checked elision chain."},
+    "iol-2016-individual-p5-sub-b-atomic-b.4": {"method": "answer_trusted_facts", "sample_index": 3, "review_note": "Correct suffix meanings, lost vowels, and preserved root vowel."},
+    "iol-2016-individual-p5-sub-b-atomic-b.5": {"method": "trusted_facts", "sample_index": 2, "review_note": "Correct case-interrogative elision."},
+    "iol-2016-individual-p5-sub-b-atomic-b.6": {"method": "answer_trusted_facts", "sample_index": 7, "review_note": "Correct root and interrogative behavior."},
+    "iol-2008-individual-p5-sub-a-atomic-a.1": {"method": "trusted_facts", "sample_index": 1, "review_note": "Exact checked subject-object-verb parse."},
+    "iol-2008-individual-p5-sub-a-atomic-a.2": {"method": "answer_trusted_facts", "sample_index": 2, "review_note": "Exact checked subject-object-verb parse."},
+    "iol-2008-individual-p5-sub-a-atomic-a.3": {"method": "answer_trusted_facts", "sample_index": 6, "review_note": "Correct possessed subject and reflexive parse."},
+    "iol-2008-individual-p5-sub-a-atomic-a.4": {"method": "answer_trusted_facts", "sample_index": 3, "review_note": "Correct definite object and person agreement."},
+    "iol-2008-individual-p5-sub-a-atomic-a.5": {"method": "answer_trusted_facts", "sample_index": 2, "review_note": "Exact checked root and second-person suffixes."},
+    "iol-2008-individual-p5-sub-a-atomic-a.6": {"method": "trusted_facts", "sample_index": 1, "review_note": "Exact checked indefinite-object parse."}
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_composition_cards_v1.json

@@ -0,0 +1,350 @@
+{
+  "schema_version": "ioling_train_composition_cards_v1",
+  "created_at_utc": "2026-07-12",
+  "selection": "source-balanced from manually checked v14 target facts",
+  "manual_status": "all_32_selected_cards_read; two Rotuman answer-list leaks replaced with checked generic rules",
+  "manual_revisions": [
+    "iol-2012-individual-p5-sub-d-atomic-d.1",
+    "iol-2012-individual-p5-sub-d-atomic-d.2"
+  ],
+  "source_data": "data/sft/ioling_rule_rich_traces_v3/train.jsonl",
+  "eligible_records": 77,
+  "excluded_answer_exposed_records": 46,
+  "selected_records": 32,
+  "selected_sources": 14,
+  "seed": 42,
+  "records": {
+    "iol-2008-individual-p5-sub-a-atomic-a.6": {
+      "record_id": "iol-2008-individual-p5-sub-a-atomic-a.6",
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Angunahukti-mik is the indefinite object 'a hunter'.",
+        "aarqi-si-j-utit is 'cure' in the indefinite-object construction with second-person subject."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.2": {
+      "record_id": "iol-2011-individual-p1-sub-b-atomic-b.2",
+      "source_problem_id": "2011-individual-1",
+      "facts": [
+        "The components are ke- 'we1+2', kaw 'down', -en 'by hand', and transitive -æq 'we1+2'.",
+        "The first two vowels are short, so the second, a, lengthens to ā."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.3": {
+      "record_id": "iol-2012-individual-p1-sub-b-atomic-b.3",
+      "source_problem_id": "2012-individual-1",
+      "facts": [
+        "Dyirbal order is object-subject-verb.",
+        "bayi bargan is 'the wallaby'; baNgul yaóaNgu gubimbuluNunéanaymuNagu is 'the man that is always blaming doctors'; banéan is 'is following'."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2012-individual-p5-sub-d-atomic-d.1": {
+      "record_id": "iol-2012-individual-p5-sub-d-atomic-d.1",
+      "source_problem_id": "2012-individual-5",
+      "facts": [
+        "In fäeag ‘u‘u, the first word is the phrase form of the word meaning 'word'.",
+        "In a Rotuman two-word phrase the first word changes: final -VCV and -VCu become -VC, final -VCi becomes an umlauted-vowel-plus-consonant form, and final -VCa becomes -VaC.",
+        "Reverse every phrase-form rule compatible with fäeag; the reverse operation may be ambiguous."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2016-individual-p5-sub-a-atomic-a.1": {
+      "record_id": "iol-2016-individual-p5-sub-a-atomic-a.1",
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "uta means 'house', -nha means 'my', -na means 'in', and -txi is interrogative.",
+        "The suffix vowel-elision rules produce ut-nha-n-txi."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2017-individual-p2-sub-c-atomic-c.4": {
+      "record_id": "iol-2017-individual-p2-sub-c-atomic-c.4",
+      "source_problem_id": "2017-individual-2",
+      "facts": [
+        "A possessor precedes the possessed noun.",
+        "Possessor prefixes are n- for first-person singular, zero for second-person singular, h- for third-person singular, t- for 'of each of us', d- for one's own, and ri- for second-person plural.",
+        "Except after ri-, the possessed noun takes a- if it is a body part and e- otherwise.",
+        "The vocabulary recoverable from the matches includes fe 'pig', lui 'knife', ya 'mother', maama 'father', pong 'face', wei 'ear', and tama 'sea'.",
+        "My father is n-e-maama, contracted to ne-maama. Father then possesses the body part face, so h-a-pong gives ha-pong."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2017-individual-p3-sub-a-atomic-a.1": {
+      "record_id": "iol-2017-individual-p3-sub-a-atomic-a.1",
+      "source_problem_id": "2017-individual-3",
+      "facts": [
+        "Basic order is subject, verb, optional object, optional place; first-person-singular subjects are expressed by the ŋg- verb prefix.",
+        "A place phrase may be fronted: X V L is equivalent to L V X. A possessed noun precedes its possessive pronoun.",
+        "Noun-class concord uses singular mú- or dì- and plural à-, má-, or ʒì-; place expressions use mù-.",
+        "The last tone of a word assimilates to the first tone of the following word. The sentence-final tone is low in statements and high in questions.",
+        "múlóʒí is singular 'sorcerer', mwámónà is the concordant past verb 'saw', and ʒìtéténbwá is plural 'stars'. The final high tone marks a question."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2018-individual-p2-sub-a-atomic-a.2": {
+      "record_id": "iol-2018-individual-p2-sub-a-atomic-a.2",
+      "source_problem_id": "2018-individual-2",
+      "facts": [
+        "Order is subject, optional object, predicate, agreement complex, ne. First- and second-person singular transitive subjects take -bə; third-person and plural transitive subjects take kəmə.",
+        "The person hierarchy is first > second > third. If the subject outranks the object, past uses t-...-ʔ and present uses k-; if the object outranks the subject, past uses tʰ- and present uses r-.",
+        "The agreement suffix is -ɤ when first-person singular participates, -i when first-person plural participates, otherwise -u for second-person singular and -an for second-person plural.",
+        "The lexical predicates are ka 'go', ʒip 'sleep', lapkʰi 'see', cʰam 'know', and lan 'beat'.",
+        "ati is 'he' and nirum is 'us'. Since the first-person object outranks the third-person subject, past agreement uses tʰ- plus first-person-plural -i."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2018-individual-p3-sub-b-atomic-b.1": {
+      "record_id": "iol-2018-individual-p3-sub-b-atomic-b.1",
+      "source_problem_id": "2018-individual-3",
+      "facts": [
+        "For first-person singular, if a word has a voiceless consonant, the first such consonant becomes nasal plus voiced: p→mb, t→nd, h→nz, x→nj, k→ng. Otherwise the whole word is nasalized with final -m.",
+        "For second-person singular, a word beginning in a vowel other than i, í, or î takes y-. Otherwise the first vowel other than i, í, or î changes: a→e, á→é, â→eâ; o→e, ó→é, ô→eô; û→iû; e→i, é→í, ê→î, including immediately following syllables.",
+        "In Portuguese loans the second-person-singular change is á→eá, unlike native á→é and â→eâ.",
+        "The official missing forms preserve all accents and glottal marks shown in the source table.",
+        "leápina, leátana, and keápana show loanword á→eá. Native pairs such as ngásaxo/késaxo and mbâho/peâho instead show á→é and â→eâ."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.2": {
+      "record_id": "iol-2019-individual-p5-sub-a-atomic-a.2",
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "me is 'I', nú géː marks future today, yɛn ... lé means 'see', kèŋkfǔ is 'yam', and ɛ̀bɛ̀n is 'today'.",
+        "First-person n- produces the surface forms ŋgéː and nyɛ́n."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2021-individual-p1-sub-b-atomic-b.4": {
+      "record_id": "iol-2021-individual-p1-sub-b-atomic-b.4",
+      "source_problem_id": "2021-individual-1",
+      "facts": [
+        "ena, wija, wido, wi, idibi, benomi, waroewo, and ije are 1, 2, 3, 4, 5, 6, 8, and 9.",
+        "rati, mepina, joka rati, mepija, rati beo, and moeto are 10, 20, 30, 40, 50, and 60.",
+        "A unit followed by -ma before a multiple of ten is added to that multiple; ije may alternatively precede the next decade to subtract one.",
+        "X daemita moeto is 60 + X; moeto D ma X ka (D+1) forms 60D + X.",
+        "wima mepija is 40 + 4 = 44, and X daemita moeto adds 60, giving 104."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2022-individual-p1-sub-c-atomic-c.3": {
+      "record_id": "iol-2022-individual-p1-sub-c-atomic-c.3",
+      "source_problem_id": "2022-individual-1",
+      "facts": [
+        "Person prefixes identify the direct object, indirect object, and subject in that order around the fixed verb stem tʷ.",
+        "s-, šʼ-, w-, and ŝʷ- mark first singular, first plural, second singular, and second plural participants; third person uses a-, n-, na-, or zero according to role and number.",
+        "The vowel is a when the direct object is plural or a second-person-plural participant is present; otherwise it is ə. Schwa separates adjacent consonants.",
+        "Use šʼ- for first-person-plural direct object and w- for the second-person-singular subject; the third-person-singular indirect object is unmarked."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2023-individual-p5-sub-b-atomic-b.2": {
+      "record_id": "iol-2023-individual-p5-sub-b-atomic-b.2",
+      "source_problem_id": "2023-individual-5",
+      "facts": [
+        "niŋkin, shuunni, taanre, sicyɛɛre, and kaŋkuro are 1, 2, 3, 4, and 5; baa- forms 6-9 from unit words.",
+        "kɛ is 10, beɲjaaga is 20, ŋkuu is 80, and kampwoo is 400.",
+        "Before a multiplier, 20, 80, and 400 appear as bee-, ŋkwuu, and kampwɔhii; na adds components.",
+        "The components are 80, 20, and 9; joining them with na gives 109."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2024-individual-p1-sub-a-atomic-a.1": {
+      "record_id": "iol-2024-individual-p1-sub-a-atomic-a.1",
+      "source_problem_id": "2024-individual-1",
+      "facts": [
+        "Verb order is subject prefix, optional ə, tense prefix, optional ine- for a first-person-singular object, root, optional -la, tense suffix, optional ə, and person/number ending.",
+        "Subject prefixes are t- first singular, mət- first dual/plural, zero second singular, and ne- third dual/plural; ku- is present, je- future, and past is unmarked.",
+        "Object endings are -tək second dual/plural, -n third singular, -net third dual, and -new third plural; -la marks first/second plural participation.",
+        "Schwa breaks prohibited consonant clusters; prefix vowels delete before vowels; t+j becomes cc, t+l becomes ll, t+n becomes nn, and t+ŋ becomes ņŋ; a triggers vowel harmony.",
+        "The subject is unmarked second-person singular, ku- is present, lle is 'lead', -ŋ marks present, and -n marks a third-person-singular object."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.4": {
+      "record_id": "iol-2008-individual-p5-sub-a-atomic-a.4",
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Ilinniaqtitsiji is the definite object 'the teacher'.",
+        "qukiq-t-ait is 'shot' with second-person subject and third-person definite object."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.4": {
+      "record_id": "iol-2011-individual-p1-sub-b-atomic-b.4",
+      "source_problem_id": "2011-individual-1",
+      "facts": [
+        "Third person has no prefix; ket means 'out', -ohnæ means 'walking', and -w means 'he'.",
+        "In ketohnæw the first two vowels are short, so o lengthens to ō."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.2": {
+      "record_id": "iol-2012-individual-p1-sub-b-atomic-b.2",
+      "source_problem_id": "2012-individual-1",
+      "facts": [
+        "Dyirbal order is object-subject-verb.",
+        "bala diban bilmbalmuNa is 'the stone that is always being pushed'; baNgun biñéiriñéu is 'the lizard'; guniñu is 'is searching for'."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2012-individual-p5-sub-d-atomic-d.2": {
+      "record_id": "iol-2012-individual-p5-sub-d-atomic-d.2",
+      "source_problem_id": "2012-individual-5",
+      "facts": [
+        "In a‘öf fau, the first word is the phrase form of the verb meaning 'to exhaust'.",
+        "In a Rotuman two-word phrase the first word changes: final -VCV and -VCu become -VC, final -VCi becomes an umlauted-vowel-plus-consonant form, and final -VCa becomes -VaC.",
+        "Reverse every phrase-form rule compatible with a‘öf; the reverse operation may be ambiguous."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2016-individual-p5-sub-b-atomic-b.2": {
+      "record_id": "iol-2016-individual-p5-sub-b-atomic-b.2",
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "chushu means 'corner', -ma means 'your', and -na means 'in'.",
+        "When following -na removes the vowel of -ma, -ma leaves the root-final u, giving chushu-m-na."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2017-individual-p2-sub-c-atomic-c.3": {
+      "record_id": "iol-2017-individual-p2-sub-c-atomic-c.3",
+      "source_problem_id": "2017-individual-2",
+      "facts": [
+        "A possessor precedes the possessed noun.",
+        "Possessor prefixes are n- for first-person singular, zero for second-person singular, h- for third-person singular, t- for 'of each of us', d- for one's own, and ri- for second-person plural.",
+        "Except after ri-, the possessed noun takes a- if it is a body part and e- otherwise.",
+        "The vocabulary recoverable from the matches includes fe 'pig', lui 'knife', ya 'mother', maama 'father', pong 'face', wei 'ear', and tama 'sea'.",
+        "A second-person-singular possessor is unmarked, and mother is not a body part, giving e-ya. That mother is a third-person possessor of father, also not a body part, giving he-maama."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2017-individual-p3-sub-b-atomic-b.1": {
+      "record_id": "iol-2017-individual-p3-sub-b-atomic-b.1",
+      "source_problem_id": "2017-individual-3",
+      "facts": [
+        "Basic order is subject, verb, optional object, optional place; first-person-singular subjects are expressed by the ŋg- verb prefix.",
+        "A place phrase may be fronted: X V L is equivalent to L V X. A possessed noun precedes its possessive pronoun.",
+        "Noun-class concord uses singular mú- or dì- and plural à-, má-, or ʒì-; place expressions use mù-.",
+        "The last tone of a word assimilates to the first tone of the following word. The sentence-final tone is low in statements and high in questions.",
+        "Use ŋg- for the first-person-singular subject with the verb ʃík- 'sing', and put a high tone on the final syllable because the sentence is interrogative."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2018-individual-p2-sub-a-atomic-a.1": {
+      "record_id": "iol-2018-individual-p2-sub-a-atomic-a.1",
+      "source_problem_id": "2018-individual-2",
+      "facts": [
+        "Order is subject, optional object, predicate, agreement complex, ne. First- and second-person singular transitive subjects take -bə; third-person and plural transitive subjects take kəmə.",
+        "The person hierarchy is first > second > third. If the subject outranks the object, past uses t-...-ʔ and present uses k-; if the object outranks the subject, past uses tʰ- and present uses r-.",
+        "The agreement suffix is -ɤ when first-person singular participates, -i when first-person plural participates, otherwise -u for second-person singular and -an for second-person plural.",
+        "The lexical predicates are ka 'go', ʒip 'sleep', lapkʰi 'see', cʰam 'know', and lan 'beat'.",
+        "nɤ is second-person singular and ʒip is 'sleep'. Present k- plus the second-person-singular suffix -u gives ku."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.4": {
+      "record_id": "iol-2019-individual-p5-sub-a-atomic-a.4",
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "bèsèn is 'we', nú bóy marks future fewer than three days ahead, tɔ́ is 'come', fɔ̀wǎy is 'market', and bvúzhı᷇ːde᷆n is Bvuzhiden."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2021-individual-p1-sub-b-atomic-b.3": {
+      "record_id": "iol-2021-individual-p1-sub-b-atomic-b.3",
+      "source_problem_id": "2021-individual-1",
+      "facts": [
+        "ena, wija, wido, wi, idibi, benomi, waroewo, and ije are 1, 2, 3, 4, 5, 6, 8, and 9.",
+        "rati, mepina, joka rati, mepija, rati beo, and moeto are 10, 20, 30, 40, 50, and 60.",
+        "A unit followed by -ma before a multiple of ten is added to that multiple; ije may alternatively precede the next decade to subtract one.",
+        "X daemita moeto is 60 + X; moeto D ma X ka (D+1) forms 60D + X.",
+        "benomi is 6; with -ma before mepina 20 it is added, giving 20 + 6 = 26."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2022-individual-p1-sub-b-atomic-b.2": {
+      "record_id": "iol-2022-individual-p1-sub-b-atomic-b.2",
+      "source_problem_id": "2022-individual-1",
+      "facts": [
+        "Person prefixes identify the direct object, indirect object, and subject in that order around the fixed verb stem tʷ.",
+        "s-, šʼ-, w-, and ŝʷ- mark first singular, first plural, second singular, and second plural participants; third person uses a-, n-, na-, or zero according to role and number.",
+        "The vowel is a when the direct object is plural or a second-person-plural participant is present; otherwise it is ə. Schwa separates adjacent consonants.",
+        "s- marks me as direct object, ŝʷ- marks a second-person-plural subject, and the remaining third-person singular participant is the indirect object."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2023-individual-p5-sub-b-atomic-b.3": {
+      "record_id": "iol-2023-individual-p5-sub-b-atomic-b.3",
+      "source_problem_id": "2023-individual-5",
+      "facts": [
+        "niŋkin, shuunni, taanre, sicyɛɛre, and kaŋkuro are 1, 2, 3, 4, and 5; baa- forms 6-9 from unit words.",
+        "kɛ is 10, beɲjaaga is 20, ŋkuu is 80, and kampwoo is 400.",
+        "Before a multiplier, 20, 80, and 400 appear as bee-, ŋkwuu, and kampwɔhii; na adds components.",
+        "This is 80 + (20 × 3) + 10 + 2, which equals 152."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2024-individual-p1-sub-a-atomic-a.4": {
+      "record_id": "iol-2024-individual-p1-sub-a-atomic-a.4",
+      "source_problem_id": "2024-individual-1",
+      "facts": [
+        "Verb order is subject prefix, optional ə, tense prefix, optional ine- for a first-person-singular object, root, optional -la, tense suffix, optional ə, and person/number ending.",
+        "Subject prefixes are t- first singular, mət- first dual/plural, zero second singular, and ne- third dual/plural; ku- is present, je- future, and past is unmarked.",
+        "Object endings are -tək second dual/plural, -n third singular, -net third dual, and -new third plural; -la marks first/second plural participation.",
+        "Schwa breaks prohibited consonant clusters; prefix vowels delete before vowels; t+j becomes cc, t+l becomes ll, t+n becomes nn, and t+ŋ becomes ņŋ; a triggers vowel harmony.",
+        "t- marks 'I', je- marks future, the harmonized root is 'wait', -la marks plural participation, and -tək marks a second-person-plural object."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.2": {
+      "record_id": "iol-2008-individual-p5-sub-a-atomic-a.2",
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Nanu-it is 'your polar bear' as subject, inuuhuktu-rmik is indefinite 'a boy', and aanniq-si-j-uq is 'hurt' with third-person subject."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.3": {
+      "record_id": "iol-2011-individual-p1-sub-b-atomic-b.3",
+      "source_problem_id": "2011-individual-1",
+      "facts": [
+        "Third person has no prefix.",
+        "The components are taw 'pierce', -ānæhkæ 'digging', and intransitive -w 'he'."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.1": {
+      "record_id": "iol-2012-individual-p1-sub-b-atomic-b.1",
+      "source_problem_id": "2012-individual-1",
+      "facts": [
+        "Dyirbal order is object-subject-verb.",
+        "balan ñalNga is 'the girl'; baNgul NumaNgu guniymuNagu is 'the father that is always being searched for'; bambunman is 'is healing'."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2016-individual-p5-sub-a-atomic-a.2": {
+      "record_id": "iol-2016-individual-p5-sub-a-atomic-a.2",
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "yapu means 'field', possessive -p”a means 'his', and -psa means 'too'.",
+        "Possessive -p”a removes the root-final vowel, and -psa removes the vowel of the preceding suffix."
+      ],
+      "full_answer_values_exposed": []
+    },
+    "iol-2017-individual-p3-sub-a-atomic-a.3": {
+      "record_id": "iol-2017-individual-p3-sub-a-atomic-a.3",
+      "source_problem_id": "2017-individual-3",
+      "facts": [
+        "Basic order is subject, verb, optional object, optional place; first-person-singular subjects are expressed by the ŋg- verb prefix.",
+        "A place phrase may be fronted: X V L is equivalent to L V X. A possessed noun precedes its possessive pronoun.",
+        "Noun-class concord uses singular mú- or dì- and plural à-, má-, or ʒì-; place expressions use mù-.",
+        "The last tone of a word assimilates to the first tone of the following word. The sentence-final tone is low in statements and high in questions.",
+        "ŋg- marks a first-person-singular subject and kínà is 'dance'; the final low tone makes the sentence declarative."
+      ],
+      "full_answer_values_exposed": []
+    }
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_expansion_v10.json

@@ -0,0 +1,76 @@
+{
+  "schema_version": "ioling_train_expansion_v10",
+  "reviewed_at_utc": "2026-07-11",
+  "review_method": "Every prompt, target, answer, and short derivation was transcribed or checked directly against the rendered official English problem and solution pages.",
+  "sources": [
+    {
+      "source_problem_id": "2011-individual-4",
+      "year": 2011,
+      "title": "Nahuatl",
+      "problem_pdf_page_1_indexed": 3,
+      "solution_pdf_page_1_indexed": 2,
+      "problem_body": "Problem #4 (20 points). Given are words in Nahuatl and their English translations in arbitrary order:\n\nacalhuah, achilli, atl, callah, calhuah, chilatl, chilli, colli, coltzintli, conehuah, conehuahcapil, conetl, oquichconetl, oquichhuah, oquichtotoltzintli, tehuah, tetlah, totoltetl\n\nwater, child, master of house, water pepper, revered turkey-cock, mother, village, chili water, grandfather/ancestor, stony ground, boy, possessor of stones, chili, turkey egg, canoe owner, mum(my), wife, revered grandfather/ancestor\n\n(b) Translate into Nahuatl: house, stone, possessor of water, revered man/husband.\n\n(c) Translate into English: cacahuatl, cacahuatetl, cacahuaatl, cacahuahuah.\n\nClassical Nahuatl was the language of the Aztec Empire in Mexico. c = qu = k, ch is as in church, hu = w, and tl and tz are consonants.",
+      "checked_rules": [
+        "In a compound, the left-hand part modifies the right-hand part.",
+        "A noun ends in -tl or -li unless it has -capil 'diminutive', -huah 'one who has', -tlah/-lah 'place of many', or -tzintli 'revered'.",
+        "The variants -li and -lah occur after l; otherwise the forms are -tl and -tlah."
+      ],
+      "tasks": [
+        {"subpart": "b", "id": "b.1", "target": "Translate 'house' into Nahuatl.", "answer": "calli", "reasoning": "The stem cal- takes the ordinary noun ending -li after l, giving calli."},
+        {"subpart": "b", "id": "b.2", "target": "Translate 'stone' into Nahuatl.", "answer": "tetl", "reasoning": "The stem te- takes the ordinary noun ending -tl, giving tetl."},
+        {"subpart": "b", "id": "b.3", "target": "Translate 'possessor of water' into Nahuatl.", "answer": "ahuah", "reasoning": "The water stem a- combines with -huah 'one who has', producing ahuah."},
+        {"subpart": "b", "id": "b.4", "target": "Translate 'revered man/husband' into Nahuatl.", "answer": "oquichtzintli", "reasoning": "The stem oquich- 'man/husband' takes -tzintli 'revered', producing oquichtzintli."},
+        {"subpart": "c", "id": "c.1", "target": "Translate cacahuatl into English.", "answer": "cocoa", "reasoning": "The noun ending -tl leaves the stem cacahua-, whose meaning is 'cocoa'."},
+        {"subpart": "c", "id": "c.2", "target": "Translate cacahuatetl into English.", "answer": "cocoa bean", "reasoning": "This compound is cacahua- 'cocoa' + te-tl 'stone/seed-like object', conventionally 'cocoa bean'."},
+        {"subpart": "c", "id": "c.3", "target": "Translate cacahuaatl into English.", "answer": "cocoa drink", "reasoning": "The compound combines cacahua- 'cocoa' with a-tl 'water', hence 'cocoa drink'."},
+        {"subpart": "c", "id": "c.4", "target": "Translate cacahuahuah into English.", "answer": "possessor of cocoa", "reasoning": "The suffix -huah means 'one who has'; with cacahua- it gives 'possessor of cocoa'."}
+      ]
+    },
+    {
+      "source_problem_id": "2021-individual-1",
+      "year": 2021,
+      "title": "Ekari",
+      "problem_pdf_page_1_indexed": 1,
+      "solution_pdf_page_1_indexed": 1,
+      "problem_body": "Problem 1 (20 points). Here are some numerals in Ekari and their values:\n\nwija — 2\nbenomima rati — 16\nwaroewoma joka rati — 38\nije mepija — 39\nidibima rati beo — 55\nmepina daemita moeto — 80\nenama rati beo daemita moeto — 111\nmoeto wija ma ije ka wido — 129\nmoeto wija ma ije joka rati ka wido — 149\nmoeto idibi ma widoma mepija ka benomi — 343\n\n(a) Write in digits: moeto waroewo; ijema joka rati; moeto wido ma benomi ka wi. One of these numerals has the same value as one above.\n\n(b) Write out in Ekari: 1, 19, 26, 104, 292. One number can be expressed in two ways; give both.",
+      "checked_rules": [
+        "ena, wija, wido, wi, idibi, benomi, waroewo, and ije are 1, 2, 3, 4, 5, 6, 8, and 9.",
+        "rati, mepina, joka rati, mepija, rati beo, and moeto are 10, 20, 30, 40, 50, and 60.",
+        "A unit followed by -ma before a multiple of ten is added to that multiple; ije may alternatively precede the next decade to subtract one.",
+        "X daemita moeto is 60 + X; moeto D ma X ka (D+1) forms 60D + X."
+      ],
+      "tasks": [
+        {"subpart": "a", "id": "a.1", "target": "Write moeto waroewo in digits.", "answer": "480", "reasoning": "moeto is 60 and waroewo is 8; juxtaposition here multiplies them, so 60 × 8 = 480."},
+        {"subpart": "a", "id": "a.2", "target": "Write ijema joka rati in digits.", "answer": "39", "reasoning": "joka rati is 30 and prefixed ijema adds ije = 9, giving 39."},
+        {"subpart": "a", "id": "a.3", "target": "Write moeto wido ma benomi ka wi in digits.", "answer": "186", "reasoning": "The frame moeto wido ma ... ka wi represents 60 × 3 plus the inserted benomi = 6, so the value is 186."},
+        {"subpart": "b", "id": "b.1", "target": "Write 1 in Ekari.", "answer": "ena", "reasoning": "The checked unit vocabulary gives ena = 1."},
+        {"subpart": "b", "id": "b.2", "target": "Write 19 in Ekari, giving both possible forms.", "answer": "ijema rati; ije mepina", "accepted_values": ["ije mepina; ijema rati", "ijema rati = ije mepina", "ije mepina = ijema rati", "ijema rati / ije mepina", "ije mepina / ijema rati"], "reasoning": "One construction adds 9 to 10: ijema rati. The subtractive construction places ije before 20: ije mepina. Both mean 19."},
+        {"subpart": "b", "id": "b.3", "target": "Write 26 in Ekari.", "answer": "benomima mepina", "reasoning": "benomi is 6; with -ma before mepina 20 it is added, giving 20 + 6 = 26."},
+        {"subpart": "b", "id": "b.4", "target": "Write 104 in Ekari.", "answer": "wima mepija daemita moeto", "reasoning": "wima mepija is 40 + 4 = 44, and X daemita moeto adds 60, giving 104."},
+        {"subpart": "b", "id": "b.5", "target": "Write 292 in Ekari.", "answer": "moeto wi ma wijama rati beo ka idibi", "reasoning": "The outer frame gives 60 × 4, while wijama rati beo is 50 + 2; together they give 240 + 52 = 292."}
+      ]
+    },
+    {
+      "source_problem_id": "2023-individual-5",
+      "year": 2023,
+      "title": "Supyire",
+      "problem_pdf_page_1_indexed": 6,
+      "solution_pdf_page_1_indexed": 6,
+      "problem_body": "Problem 5 (20 points). Here are some numerals in Supyire and their values:\n\nbaashuunni — 7\nbeɲjaaga na niŋkin — 21\nŋkwuu taanre na beeshuunni na kaŋkuro — 285\nkampwoo na ŋkwuu shuunni na beetaanre na baani — 626\nkampwɔhii sicyɛɛre na beɲjaaga na kɛ na baaricyɛɛre — 1639\n\n(a) Write in digits: kampwɔhii shuunni na kɛ; ŋkuu na baataanre.\n\n(b) Write out in Supyire: 15, 109, 152, 403, 1534.\n\nThe words use a simplified transcription. ɛ and ɔ are vowels; ŋ and ɲ are consonants.",
+      "checked_rules": [
+        "niŋkin, shuunni, taanre, sicyɛɛre, and kaŋkuro are 1, 2, 3, 4, and 5; baa- forms 6-9 from unit words.",
+        "kɛ is 10, beɲjaaga is 20, ŋkuu is 80, and kampwoo is 400.",
+        "Before a multiplier, 20, 80, and 400 appear as bee-, ŋkwuu, and kampwɔhii; na adds components."
+      ],
+      "tasks": [
+        {"subpart": "a", "id": "a.1", "target": "Write kampwɔhii shuunni na kɛ in digits.", "answer": "810", "reasoning": "kampwɔhii before shuunni is 400 × 2 = 800, and kɛ is 10; na adds them to give 810."},
+        {"subpart": "a", "id": "a.2", "target": "Write ŋkuu na baataanre in digits.", "answer": "88", "reasoning": "ŋkuu is 80 and baataanre is 8; na adds them, giving 88."},
+        {"subpart": "b", "id": "b.1", "target": "Write 15 in Supyire.", "answer": "kɛ na kaŋkuro", "reasoning": "kɛ is 10 and kaŋkuro is 5, so additive na gives 15."},
+        {"subpart": "b", "id": "b.2", "target": "Write 109 in Supyire.", "answer": "ŋkuu na beɲjaaga na baaricyɛɛre", "reasoning": "The components are 80, 20, and 9; joining them with na gives 109."},
+        {"subpart": "b", "id": "b.3", "target": "Write 152 in Supyire.", "answer": "ŋkuu na beetaanre na kɛ na shuunni", "reasoning": "This is 80 + (20 × 3) + 10 + 2, which equals 152."},
+        {"subpart": "b", "id": "b.4", "target": "Write 403 in Supyire.", "answer": "kampwoo na taanre", "reasoning": "kampwoo is 400 and taanre is 3; additive na gives 403."},
+        {"subpart": "b", "id": "b.5", "target": "Write 1534 in Supyire.", "answer": "kampwɔhii taanre na ŋkwuu sicyɛɛre na kɛ na sicyɛɛre", "reasoning": "The expression is (400 × 3) + (80 × 4) + 10 + 4 = 1534."}
+      ]
+    }
+  ]
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_expansion_v15.json

@@ -0,0 +1,65 @@
+{
+  "schema_version": "ioling_train_expansion_v15",
+  "reviewed_at_utc": "2026-07-17",
+  "review_method": "Every prompt example, table cell, requested item, alternative translation, rule, and canonical answer was compared directly with rendered official English problem and solution pages.",
+  "sources": [
+    {
+      "source_problem_id": "2006-individual-1",
+      "year": 2006,
+      "title": "Lakhota",
+      "problem_pdf_page_1_indexed": 1,
+      "solution_pdf_page_1_indexed": 1,
+      "problem_body": "Problem 1 (20 marks). Below you see romanised sentences in the Lakhota language and their English translations:\n\n1. lakhota ki wičhakte — The Indian killed them.\n2. matho ki wakte — I killed the bear.\n3. lakhota ki mačho — The Indian called me.\n4. tuwa ničho he — Who called you?\n5. wičhaša ki tuwa kte — The person killed someone.\n6. tuwa hi he — Who came?\n7. matho ki wičhačho — He called the bears.\n8. yahi čha hi — You came, and he came.\n9. matho ki hipi ną lakhota ki čhopi — The bears came and called the Indian.\n10. yahi čha hokšila ki nikte — You came, and the boy killed you.\n11. lakhota ki wačho ną hokšila ki wakte — I called the Indian and killed the boy.\n12. hokšila ki wakte čha tuwa lakhota ki wičhačho — I killed the boy, and someone called the Indians.\n13. lakhota ki hipi čha mayačho — The Indians came, and you called me.\n\nAssignment 1. Translate into English:\n1. wahi čha lakhota ki matho ki wičhačhopi\n2. wičhaša ki nikte ną mačho\n3. wičhaša ki nikte čha mačho\n4. nikte\n\nAssignment 2. Translate into English in all possible ways:\ntuwa kte he\n\nAssignment 3. Translate into Lakhota:\n1. The Indians killed the boy, and the bear came.\n2. You came and killed the Indian.\n3. Whom did I call?\n4. The people came, and someone killed them.\n\nNote: š, č, h, y, w, ą are specific sounds of Lakhota.",
+      "checked_rules": [
+        "The basic word order is SOV.",
+        "Nouns are followed by ki, which is an article. Interrogative sentences end in he.",
+        "Verb subject and object markers are: first-person singular wa- and ma-; second-person singular ya- and ni-; third-person singular zero and zero; third-person plural -pi and wičha-.",
+        "When both object and subject prefixes occur on the verb, the object prefix precedes the subject prefix.",
+        "Number is expressed on the verb rather than on the nouns. tuwa means both 'who' and 'someone'.",
+        "ną coordinates predicates with the same subject; čha coordinates clauses with different subjects."
+      ],
+      "tasks": [
+        {"subpart":"a","id":"a.1","target":"Translate Assignment 1 item 1, 'wahi čha lakhota ki matho ki wičhačhopi', into English.","answer":"I came, and the Indians called the bears.","accepted_values":["I came and the Indians called the bears."],"reasoning":"wahi is 'I came'. The second clause has lakhota ki as the subject 'the Indians', matho ki as the object 'the bears', and wičhačhopi as the third-person-plural-subject verb 'called'; čha signals different subjects."},
+        {"subpart":"a","id":"a.2","target":"Translate Assignment 1 item 2, 'wičhaša ki nikte na mačho', into English.","answer":"The person killed you and called me.","accepted_values":["The person killed you, and the person called me."],"reasoning":"wičhaša ki is 'the person'. The object marker ni- in nikte marks second-person singular, while mačho has the first-person object marker ma-. na joins two predicates with the same subject."},
+        {"subpart":"a","id":"a.3","target":"Translate Assignment 1 item 3, 'wičhaša ki nikte čha mačho', into English.","answer":"The person killed you and someone called me.","accepted_values":["The person killed you, and he called me.","The person killed you and he called me."],"reasoning":"The first clause is the same as item 2. čha marks different subjects, so the subject of mačho need not be the person; the language does not force a more specific English choice than 'someone' or 'he'."},
+        {"subpart":"a","id":"a.4","target":"Translate Assignment 1 item 4, 'nikte', into English.","answer":"He killed you.","accepted_values":["He killed you?"],"reasoning":"The object marker ni- is second-person singular and the absent subject marker is third-person singular. The sentence has no he, so it is a statement: 'He killed you.'"},
+        {"subpart":"b","id":"b.1","target":"Give every possible English translation of Assignment 2, 'tuwa kte he'.","answer":"Who did he kill?; Who killed him?","accepted_values":["Who did he kill? / Who killed him?","Who did he kill?; who killed him?"],"reasoning":"tuwa can be either 'who' as an object or 'who' as a subject. kte has zero third-person-singular subject and zero third-person-singular object marking, and final he makes the sentence interrogative, so both role assignments are possible."},
+        {"subpart":"c","id":"c.1","target":"Translate Assignment 3 item 1, 'The Indians killed the boy, and the bear came.', into Lakhota.","answer":"lakhota ki hokšita ki ktepi ną matho ki hi","accepted_values":["lakhota ki hokšita ki ktepi ną matho ki hi."],"reasoning":"Use lakhota ki for 'the Indians', hokšita ki for 'the boy', and ktepi for the third-person-plural-subject verb 'killed'. ną joins predicates with the same subject, and matho ki hi means 'the bear came'."},
+        {"subpart":"c","id":"c.2","target":"Translate Assignment 3 item 2, 'You came and killed the Indian.', into Lakhota.","answer":"yahi ną lakhota ki yakte","accepted_values":["yahi ną lakhota ki yakte."],"reasoning":"yahi is 'you came'. ną joins predicates with the same subject; lakhota ki is the object 'the Indian', and ya- is the second-person-singular subject marker in yakte."},
+        {"subpart":"c","id":"c.3","target":"Translate Assignment 3 item 3, 'Whom did I call?', into Lakhota.","answer":"tuwa wačho he","accepted_values":["tuwa wačho he."],"reasoning":"tuwa is the interrogative 'whom' in object position, wa- marks first-person-singular subject, and he marks the question."},
+        {"subpart":"c","id":"c.4","target":"Translate Assignment 3 item 4, 'The people came, and someone killed them.', into Lakhota.","answer":"wičhaša ki hipi čha tuwa wičhakte","accepted_values":["wičhaša ki hipi čha tuwa wičhakte."],"reasoning":"wičhaša ki hipi means 'the people came'. čha introduces a different subject; tuwa is 'someone', and wičha- marks the third-person-plural object in wičhakte, 'killed them'."}
+      ]
+    },
+    {
+      "source_problem_id": "2006-individual-2",
+      "year": 2006,
+      "title": "Catalan",
+      "problem_pdf_page_1_indexed": 2,
+      "solution_pdf_page_1_indexed": 2,
+      "problem_body": "Problem 2 (20 marks). The plural of Catalan nouns is usually formed by adding the ending -s. But if the noun ends in one of the letters s, x or ç, more complex rules apply. Here are the singular and plural forms of some Catalan nouns (in simplified spelling) and their English translations. Some forms are missing.\n\nSingular | Plural | Translation\nel apèndix | els apèndixs | appendix\nel bastaix | [missing] | carrier\nel troleibús | [missing] | trolleybus\nel cactus | els cactus | cactus\nla càries | les càries | caries\n[missing] | les clos | meadow\nel contumaç | els contumaços | rebel\nla faç | les façs | face\nel flux | els fluxos | stream\nel gimnàs | els gimnassos | gym\nla hèlix | les hèlixs | screw\nel índex | els índexs | index\nel iris | [missing] | rainbow\nel llaç | [missing] | loop\nel ònix | [missing] | onyx\nel pàncrees | els pàncrees | pancreas\nel pedaç | els pedaços | patch\nla pelvis | [missing] | pelvis\nel permís | els permisos | permission\nel pis | [missing] | flat, lodgings\n[missing] | els sequaços | (male) follower\n[missing] | les sequaçs | (female) follower\nel sufix | els sufixos | suffix\n[missing] | els tastaolletes | frivolous person\nel teix | els teixos | yew\nla trencadís | les trencadís | piece of crockery\nel vas | els vasos | vase\nla xeix | [missing] | the letter x\n\nAssignment 1. Fill the gaps and explain your solution. Assignment 2. The marks ` and ´ indicate the stress in certain Catalan words. Find out when they are used. Assignment 3. Which syllable is stressed in those words where there is no ` or ´ mark?\n\nCatalan is a Romance language spoken by approximately 8 million people, mostly in Spain, but also in France and Andorra.",
+      "checked_rules": [
+        "The singular articles are el for masculine nouns and la for feminine nouns; their plurals are els and les.",
+        "The stress mark ` or ´ is used when stress falls on a non-default syllable.",
+        "For words ending in -s, the default stress is on the last syllable or the third syllable from the end; the examples show the relevant plural forms and their accent marks.",
+        "Feminine nouns take plural -s, with zero addition after final s. Masculine nouns take plural -os when stressed on the final or only syllable and plural -s, with zero addition after final s, otherwise.",
+        "The two follower nouns have the same stem sequaç and differ only in their singular articles."
+      ],
+      "tasks": [
+        {"subpart":"a","id":"a.1","target":"Fill the missing plural for el bastaix 'carrier'.","answer":"els bastaixos","accepted_values":["els bastaixos."],"reasoning":"bastaix is masculine and stressed on its final syllable, so its plural takes -os: el bastaix becomes els bastaixos."},
+        {"subpart":"a","id":"a.2","target":"Fill the missing plural for el troleibús 'trolleybus'.","answer":"els troleibusos","accepted_values":["els troleibusos."],"reasoning":"troleibús is masculine and stressed on its final syllable, so it takes plural -os."},
+        {"subpart":"a","id":"a.3","target":"Fill the missing plural for the meadow noun whose plural is les clos.","answer":"la clos","accepted_values":["la clos."],"reasoning":"The plural article les identifies the feminine noun, and the shared stem is clos. The singular is therefore la clos."},
+        {"subpart":"a","id":"a.4","target":"Fill the missing plural for el iris 'rainbow'.","answer":"els iris","accepted_values":["els iris."],"reasoning":"iris ends in s, so no additional s is written. Its masculine plural article is els, giving els iris."},
+        {"subpart":"a","id":"a.5","target":"Fill the missing plural for el llaç 'loop'.","answer":"els llaços","accepted_values":["els llaços."],"reasoning":"The masculine noun ends in ç and is not one of the final-stressed exceptions, so the plural is formed with -os: llaç becomes llaços."},
+        {"subpart":"a","id":"a.6","target":"Fill the missing plural for el ònix 'onyx'.","answer":"els ònixs","accepted_values":["els ònixs."],"reasoning":"ònix ends in x and is masculine but not final-stressed, so it takes plural -s: els ònixs."},
+        {"subpart":"a","id":"a.7","target":"Fill the missing plural for la pelvis 'pelvis'.","answer":"les pelvis","accepted_values":["les pelvis."],"reasoning":"pelvis ends in s, and feminine nouns use zero addition after final s. The plural is les pelvis."},
+        {"subpart":"a","id":"a.8","target":"Fill the missing plural for el pis 'flat, lodgings'.","answer":"els pisos","accepted_values":["els pisos."],"reasoning":"pis is masculine and ends in s. Masculine nouns with this ending take -os in the shown final-stressed class, giving els pisos."},
+        {"subpart":"a","id":"a.9","target":"Fill the missing singular masculine article and noun for the (male) follower whose plural is els sequaços.","answer":"el sequaç","accepted_values":["el sequaç."],"reasoning":"The solution says the male and female follower share the stem sequaç and differ only in their singular articles. The masculine singular is el sequaç."},
+        {"subpart":"a","id":"a.10","target":"Fill the missing singular feminine article and noun for the (female) follower whose plural is les sequaçs.","answer":"la sequaç","accepted_values":["la sequaç."],"reasoning":"The same stem sequaç is used with the feminine singular article la. Its plural is the supplied les sequaçs."},
+        {"subpart":"a","id":"a.11","target":"Fill the missing singular for els tastaolletes 'frivolous person'.","answer":"el tastaolletes","accepted_values":["el tastaolletes."],"reasoning":"The plural article els identifies a masculine noun, and the plural already ends in s with no additional ending. The singular is el tastaolletes."},
+        {"subpart":"a","id":"a.12","target":"Fill the missing plural for la xeix 'the letter x'.","answer":"les xeixs","accepted_values":["les xeixs."],"reasoning":"xeix ends in x and is feminine, so the plural takes -s: les xeixs."},
+        {"subpart":"b","id":"b.1","target":"State when the Catalan marks ` and ´ are used.","answer":"They are used when stress falls on a non-default syllable.","accepted_values":["The marks are used when stress falls on a non-default syllable.","When the stress falls on a non-default syllable."],"reasoning":"The marked examples show that the accent is written when the word's stress does not follow the default pattern."},
+        {"subpart":"c","id":"c.1","target":"State the default stress rule for Catalan words with no ` or ´ mark.","answer":"Stress is penultimate if the word ends in s; otherwise stress is final.","accepted_values":["If the word ends in s, the stress is penultimate; otherwise it is final.","Penultimate when ending in s, final otherwise."],"reasoning":"The official solution states that an unmarked word ending in s has penultimate stress, while an unmarked word with another ending has final stress."}
+      ]
+    }
+  ]
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_expansion_v15_audit.json

@@ -0,0 +1,79 @@
+{
+  "schema_version": "ioling_train_expansion_v15_audit",
+  "reviewed_at_utc": "2026-07-17",
+  "ledger": "data/manual_overrides/train_expansion_v15.json",
+  "official_problem_pdfs": [
+    "data/raw/pdfs/iol-2006-indiv-prob.en.pdf",
+    "data/raw/pdfs/iol-2006-indiv-sol.en.pdf"
+  ],
+  "manual_method": "Rendered pages 1 and 2 of both official PDFs and compared every listed example, table entry, target, rule, and solution line. The Lakhota Assignment 3 translations were rechecked against the solution text after an initial transcription discrepancy.",
+  "source_checks": {
+    "2006-individual-1": {
+      "problem_page": 1,
+      "solution_page": 1,
+      "task_count": 9,
+      "task_ids": ["a.1", "a.2", "a.3", "a.4", "b.1", "c.1", "c.2", "c.3", "c.4"],
+      "manual_corrections_after_second_read": [
+        "Assignment 3 item 1 is lakhota ki hokšita ki ktepi ną matho ki hi, matching the official solution; an earlier draft incorrectly used hokšila, kteni, and čha.",
+        "Assignment 3 item 2 uses ną, not plain na."
+      ],
+      "answer_alternatives_preserved": [
+        "Assignment 1 item 3 keeps the official ambiguity between 'he' and an unspecified different subject.",
+        "Assignment 2 keeps both role assignments: 'Whom did he kill?' and 'Who killed him?'."
+      ],
+      "status": "approved_for_training"
+    },
+    "2006-individual-2": {
+      "problem_page": 2,
+      "solution_page": 2,
+      "task_count": 14,
+      "task_ids": ["a.1", "a.2", "a.3", "a.4", "a.5", "a.6", "a.7", "a.8", "a.9", "a.10", "a.11", "a.12", "b.1", "c.1"],
+      "table_check": "The missing singular/plural cells were transcribed from the rendered table and cross-checked against the completed solution table, including the two sequaç rows where gender is expressed only by the singular article.",
+      "status": "approved_for_training"
+    }
+  },
+  "dataset_checks": {
+    "new_tasks": 23,
+    "new_sources": 2,
+    "combined_train_tasks": 146,
+    "combined_train_sources": 17,
+    "validation_sources": 3,
+    "source_overlap": [],
+    "production_exact_completion_count": 23,
+    "production_exact_completion_denominator": 23,
+    "prompt_contains_privileged_answer": false,
+    "scorer": "normalized_keyed_answer_v2",
+    "unicode_normalization": "NFKC"
+  },
+  "matched_model_experiment": {
+    "base": "checkpoints/qwen3-4b-ioling-microsteps-balanced-v2-e5-merged",
+    "adapter": "checkpoints/qwen3-4b-ioling-microsteps-v15-breadth-e1-lr5e7",
+    "merged": "checkpoints/qwen3-4b-ioling-microsteps-v15-breadth-e1-lr5e7-merged",
+    "epochs": 1,
+    "learning_rate": 5e-7,
+    "effective_batch_size": 16,
+    "max_length": 4096,
+    "wandb_sft": "https://wandb.ai/alexgurung/ioling-research/runs/e11wkjgo",
+    "microstep_eval": {
+      "report": "reports/microsteps/qwen3_4b_microsteps_v15_breadth_e1_validation_pass8.json",
+      "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/9tnqnua6",
+      "samples": 320,
+      "correct_samples": 50,
+      "pass_at_8_tasks": 14,
+      "manual_positive_review": "All 50 scorer-positive JSON answers were read; all were genuine positives and no false positive was found.",
+      "matched_baseline": "47/320 samples and 14/40 tasks; the new run gained three samples on already-passed tasks and no new task."
+    },
+    "raw_eval": {
+      "report": "reports/verified_breadth_v15_v14_val_pass8.json",
+      "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/x7ty6bks",
+      "records": 24,
+      "samples": 192,
+      "exact_samples": 0,
+      "pass_at_8_records": 0,
+      "format_rate": 0.9635416666666666,
+      "truncation_rate": 0.010416666666666666,
+      "manual_final_box_review": "All 192 final-answer fields were inspected. No accepted-answer alternate-format false negative was found; the model produced no exact answer."
+    },
+    "decision": "Keep the manually corrected v15 data and the matched experiment artifacts, but retain the balanced microstep checkpoint as the current model because pass@8 coverage did not improve. Expand source coverage before another SFT or RL update."
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_expansion_v16.json

@@ -0,0 +1,105 @@
+{
+  "schema_version": "ioling_train_expansion_v16",
+  "reviewed_at_utc": "2026-07-17",
+  "review_method": "Rendered the official English problem and solution pages at high resolution, compared every Micmac example and every requested item with the page images and layout-preserving PDF text, and retained explicit aliases for the PDF text-layer encoding of the IPA symbols.",
+  "sources": [
+    {
+      "source_problem_id": "2008-individual-1",
+      "year": 2008,
+      "title": "Micmac",
+      "problem_pdf_page_1_indexed": 1,
+      "solution_pdf_page_1_indexed": 1,
+      "problem_body": "Problem 1 (20 points). The following are words of the Micmac language written in the so-called Listuguj orthography, their phonetic transcriptions and English translations:\n\n1. tmi’gn — [dəmīgən] — axe\n2. an’stawteg — [anəstawtek] — unsafe\n3. gjiansale’wit — [əkciansalēwit] — archangel\n4. mgumie’jo’tlatl — [əmkumējōdəladəl] — to shoe (a horse)\n5. amqwanji’j — [amxw ancīc] — spoon\n6. e’jnt — [ējənt] — Indian agent\n7. tplutaqan — [ətpəludaGan] — law\n8. ge’gwising — [gēgw isink] — to lie on the top\n9. lnu’sgw — [lə nūskw] — Indian woman\n10. g’p’ta’q — [gəbədāx] — above, overhead\n11. epsaqtejg — [epsaxteck] — stove\n\n(a) Transcribe the following words:\n12. gsnqo’qon — foolishness\n13. tg’poq — spring water\n14. gmu’jmin — raspberry\n15. emtoqwatg — to worship\n16. te’plj — goat\n\n(b) Write in the Listuguj orthography:\n17. [ətpədēsən] — south\n18. [ə mteskəm] — snake\n19. [alaptək] — to look around\n20. [gəlamen] — so, therefore\n\nIn this record, Unicode ə represents the schwa glyph printed in the official PDF. The source notation uses G for the voiced counterpart of x and uses w after a consonant to mark lip rounding. The source’s [w] notation is shown without inserting a new phoneme. In the transcription, [c] is ch in church, [j] is j in judge, [x] is ch in Scottish loch, and a macron marks vowel length. The letter w stands for rounding after a consonant and for the sound [w] otherwise. The apostrophe indicates length after a vowel and is read as ə after a consonant. Schwa is pronounced but not written between a consonant and a following sonorant [l, m, n], and before an initial consonant cluster. The spelling consonants p, t, j, g, gw, q, qw are voiced at the beginning of a word or between vowels and voiceless at the end of a word or next to another consonant.",
+      "checked_rules": [
+        "The apostrophe indicates vowel length when it follows a vowel and is pronounced as schwa when it follows a consonant.",
+        "The letter w marks lip rounding after a consonant and represents [w] otherwise.",
+        "Schwa is pronounced but not written between any consonant and a following sonorant consonant [l, m, n].",
+        "Schwa is also pronounced before a consonant cluster at the beginning of a word.",
+        "The spelling sequences p, t, j, g, gw, q, qw are voiced at the beginning of a word or between vowels and voiceless at the end of a word or next to another consonant."
+      ],
+      "tasks": [
+        {
+          "subpart": "a",
+          "id": "a.1",
+          "target": "Transcribe item 12, gsnqo’qon ‘foolishness’, in the phonetic notation used in the problem.",
+          "answer": "[əksənxōGon]",
+          "accepted_values": ["[@ks@nxōGon]", "[əksənxōGon]"],
+          "reasoning": "The initial consonant cluster receives a pronounced schwa. The initial g is voiceless next to s, and a schwa is inserted between s and n. The q next to n is x, the apostrophe lengthens o, and the following q between vowels is voiced as G.",
+          "source_text_layer_answer": "[@ks@nxōGon]"
+        },
+        {
+          "subpart": "a",
+          "id": "a.2",
+          "target": "Transcribe item 13, tg’poq ‘spring water’, in the phonetic notation used in the problem.",
+          "answer": "[ətkəbōx]",
+          "accepted_values": ["[@tk@box]", "[ətkəbōx]"],
+          "reasoning": "The initial cluster receives schwa. t and g are next to another consonant, so they are voiceless; the apostrophe after g is schwa. p is voiced between the resulting vowels, and final q is x.",
+          "source_text_layer_answer": "[@tk@box]"
+        },
+        {
+          "subpart": "a",
+          "id": "a.3",
+          "target": "Transcribe item 14, gmu’jmin ‘raspberry’, in the phonetic notation used in the problem.",
+          "answer": "[gəmūjəmin]",
+          "accepted_values": ["[g@mūj@min]", "[gəmūjəmin]"],
+          "reasoning": "The initial g is voiced at the beginning of the word, and schwa is pronounced before the initial cluster gm. The apostrophe lengthens u. A schwa is inserted between j and the following sonorant m, so j is between vowels and remains voiced.",
+          "source_text_layer_answer": "[g@mūj@min]"
+        },
+        {
+          "subpart": "a",
+          "id": "a.4",
+          "target": "Transcribe item 15, emtoqwatg ‘to worship’, in the phonetic notation used in the problem.",
+          "answer": "[emtoGwatk]",
+          "accepted_values": ["[emtoGw atk]", "[emtoɣʷatk]", "[emtoGwatk]"],
+          "reasoning": "The t next to m is voiceless. The q in qw is between vowels and is voiced as G, while w marks rounding. The final t and g are next to one another, so t is voiceless and final g is realized as k.",
+          "source_text_layer_answer": "[emtoGw atk]"
+        },
+        {
+          "subpart": "a",
+          "id": "a.5",
+          "target": "Transcribe item 16, te’plj ‘goat’, in the phonetic notation used in the problem.",
+          "answer": "[dēbəlc]",
+          "accepted_values": ["[dēb@lc]", "[dēbəlc]"],
+          "reasoning": "Initial t is voiced, the apostrophe lengthens e, and p is voiced because the inserted schwa after p makes it occur between vowels. Schwa is inserted before l, and final j is voiceless c.",
+          "source_text_layer_answer": "[dēb@lc]"
+        },
+        {
+          "subpart": "b",
+          "id": "b.1",
+          "target": "Write item 17, [ətpədēsən] ‘south’, in Listuguj orthography.",
+          "answer": "tp’te’sn",
+          "accepted_values": ["tp’te’sn", "tp'te'sn"],
+          "reasoning": "The initial schwa is not written, the first cluster is tp, the long vowel ē is written with an apostrophe after e, and the schwa between d and s is also represented by an apostrophe after t in the orthography. The final schwa before n is not written.",
+          "source_text_layer_answer": "tp’te’sn"
+        },
+        {
+          "subpart": "b",
+          "id": "b.2",
+          "target": "Write item 18, [ə mteskəm] ‘snake’, in Listuguj orthography.",
+          "answer": "mtesgm",
+          "accepted_values": ["mtesgm"],
+          "reasoning": "The initial schwa and the schwa between the consonants are not written. The phonetic final schwa is represented by the orthographic m in the source answer, giving mtesgm.",
+          "source_text_layer_answer": "mtesgm"
+        },
+        {
+          "subpart": "b",
+          "id": "b.3",
+          "target": "Write item 19, [alaptək] ‘to look around’, in Listuguj orthography.",
+          "answer": "alapt’g",
+          "accepted_values": ["alapt’g", "alapt'g"],
+          "reasoning": "The phonetic schwa before k is represented by an apostrophe after the preceding t, and the final k corresponds to orthographic g in this environment. The other vowels are not written with extra marks.",
+          "source_text_layer_answer": "alapt’g"
+        },
+        {
+          "subpart": "b",
+          "id": "b.4",
+          "target": "Write item 20, [gəlamen] ‘so, therefore’, in Listuguj orthography.",
+          "answer": "glamen",
+          "accepted_values": ["glamen"],
+          "reasoning": "The schwa after the initial g is not written, leaving the consonant sequence g-l-a-m-e-n in Listuguj orthography.",
+          "source_text_layer_answer": "glamen"
+        }
+      ]
+    }
+  ]
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_expansion_v16_audit.json

@@ -0,0 +1,83 @@
+{
+  "schema_version": "ioling_train_expansion_v16_audit",
+  "reviewed_at_utc": "2026-07-17",
+  "ledger": "data/manual_overrides/train_expansion_v16.json",
+  "official_problem_pdfs": [
+    "data/raw/pdfs/iol-2008-indiv-prob.en.pdf",
+    "data/raw/pdfs/iol-2008-indiv-sol.en.pdf"
+  ],
+  "rendered_review": {
+    "problem_pages": [1],
+    "solution_pages": [1],
+    "render_command": "pdftoppm -r 600 -png",
+    "manual_checks": [
+      "All 11 supplied Micmac examples were compared with the rendered table.",
+      "All five phonetic transcription targets and all four orthography targets were compared with the rendered target table and official solution.",
+      "The official solution's emtoGwatk line was checked visually; the dataset retains both a readable Unicode alias and the PDF text-layer spacing variant.",
+      "The official PDF's schwa glyph is represented as Unicode ə in the readable prompt, with the extracted @ form retained as an explicit answer alias."
+    ]
+  },
+  "source_checks": {
+    "2008-individual-1": {
+      "title": "Micmac",
+      "task_count": 9,
+      "task_ids": ["a.1", "a.2", "a.3", "a.4", "a.5", "b.1", "b.2", "b.3", "b.4"],
+      "status": "approved_for_training"
+    }
+  },
+  "dataset_checks": {
+    "new_tasks": 9,
+    "new_sources": 1,
+    "combined_train_tasks": 155,
+    "combined_train_sources": 18,
+    "validation_sources": 3,
+    "source_overlap": [],
+    "production_exact_completion_count": 9,
+    "production_exact_completion_denominator": 9,
+    "prompt_contains_privileged_answer": false,
+    "scorer": "normalized_keyed_answer_v2",
+    "unicode_normalization": "NFKC"
+  },
+  "matched_model_experiment": {
+    "base": "checkpoints/qwen3-4b-ioling-microsteps-balanced-v2-e5-merged",
+    "adapter": "checkpoints/qwen3-4b-ioling-microsteps-v16-breadth-e1-lr5e7",
+    "merged": "checkpoints/qwen3-4b-ioling-microsteps-v16-breadth-e1-lr5e7-merged",
+    "epochs": 1,
+    "learning_rate": 5e-7,
+    "effective_batch_size": 16,
+    "max_length": 4096,
+    "wandb_sft": "https://wandb.ai/alexgurung/ioling-research/runs/u8je387u",
+    "microstep_eval": {
+      "report": "reports/microsteps/qwen3_4b_microsteps_v16_breadth_e1_validation_pass8.json",
+      "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/otzhb4ai",
+      "samples": 320,
+      "correct_samples": 47,
+      "pass_at_8_tasks": 13,
+      "manual_positive_review": "All 47 scorer-positive JSON answers were read; all were genuine positives and no false positive was found.",
+      "matched_baseline": "v15 produced 50/320 exact samples and 14/40 passed tasks. v16 lost the prior Arammba-36 task and solved no new task."
+    },
+    "raw_eval": {
+      "report": "reports/verified_breadth_v16_v14_val_pass8.json",
+      "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/5j3ybbqa",
+      "records": 24,
+      "samples": 192,
+      "exact_samples": 0,
+      "pass_at_8_records": 0,
+      "format_rate": 0.9791666666666666,
+      "truncation_rate": 0.010416666666666666,
+      "manual_final_box_review": "All 192 final-answer fields were inspected. No accepted-answer alternate-format false negative was found; the model produced no exact answer."
+    },
+    "source_seen_micmac_probe": {
+      "report": "reports/verified_breadth_v16_micmac_train_pass8.json",
+      "wandb": "https://wandb.ai/alexgurung/ioling-research/runs/q76gayc0",
+      "records": 9,
+      "samples": 72,
+      "exact_samples": 2,
+      "pass_at_8_records": 2,
+      "format_rate": 0.9861111111111112,
+      "truncation_rate": 0.013888888888888888,
+      "manual_exact_review": "Both exact final answers were read. The b.3 trace reached alapt’g but included unsupported invented rules; the b.4 trace reached glamen after a 4.9k-token loop containing repeated contradictory analyses. Neither is approved as a reasoning trace."
+    },
+    "decision": "Publish the manually checked v16 data and retain the run for comparison, but do not select the v16 checkpoint: matched microstep coverage regressed and raw held-out accuracy remained zero."
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_expansion_v17.json

@@ -0,0 +1,35 @@
+{
+  "schema_version": "ioling_train_expansion_v17",
+  "reviewed_at_utc": "2026-07-17",
+  "review_method": "Rendered the official English problem and solution pages at high resolution, compared every Creek example and every requested word with the page images and layout-preserving PDF text, and manually separated phonemic stress marks from the solution's visual structural dots and syllable separators.",
+  "sources": [
+    {
+      "source_problem_id": "2018-individual-1",
+      "year": 2018,
+      "title": "Creek",
+      "problem_pdf_page_1_indexed": 1,
+      "solution_pdf_page_1_indexed": 1,
+      "problem_body": "Problem 1 (20 points). Here are some words in Creek and their English translations. The mark [ˊ] indicates stress:\n\n[cokó] house\n[cáːlo] trout\n[sókca] sack\n[waːkocí] calf\n[pocóswa] axe\n[famíːca] muskmelon\n[yanása] bison // buffalo\n[iyanawá] his/her cheek\n[hîːspákwa] robin\n[aklowahíː] mud\n[imahicíta] to look out for\n[inkosapitá] to implore\n[tapassóːla] daddy longlegs\n[akkopánka] playing\n[cokpilâːpilá] whippoorwill\n[toknaːphotí] wallet\n[coːkakiɬɬitá] learning\n[ɬafotaháya] pumpkin // winter squash\n[itiwanayipíta] to tie each other\n[ipahankatíta] to count us\n[pokkoɬakkoakkopankacóko] basketball gym\n\nMark the stress:\n[ifa] dog\n[nâːnaki] things\n[aktopa] bridge\n[wanayita] to tie\n[isiskitoci] little drinking vessel\n[honantaːki] men\n[ifoci] puppy\n[sâːsakwa] goose\n[hoktaki] women\n[awanayita] to tie to\n[aːtamihoma] bonnet (car hood)\n[ilitohtaɬita] to cross legs\n\nCreek (Muskogee) belongs to the Muskogean family. The consonant ɬ is a consonant. The mark ˆ indicates falling tone and the mark ː indicates that the preceding vowel is long. In this record the acute accent on a vowel is the requested stress mark. The official solution also prints periods between syllables and repeated visual dots for the abstract word structure; those dots and periods are not additional Creek sounds.",
+      "checked_rules": [
+        "The official solution represents a word as zero or more repetitions of a structural three-row pattern followed by a stressed structural column.",
+        "The open circle in the solution is a syllable of the form (C)V, while the filled circle is one of the forms (C)VC, (C)V:C, or (C)V:C’ shown in the official diagram.",
+        "The structural dots in the official solution are visual slots, not phonemes and not characters that need to be inserted into the Creek word.",
+        "The acute accent marks the stressed vowel. The circumflex marks falling tone and the length mark ː belongs to the preceding vowel."
+      ],
+      "tasks": [
+        {"subpart":"a","id":"a.1","target":"Mark stress in [ifa] ‘dog’.","answer":"[ifá]","accepted_values":["ifá","[ifá]"],"reasoning":"The official solution gives [ifá]. The final vowel is the stressed vowel; the brackets are the source's phonetic notation."},
+        {"subpart":"a","id":"a.2","target":"Mark stress in [nâːnaki] ‘things’.","answer":"[nâːnakí]","accepted_values":["nâːnakí","[nâː . . nakí]","[nâːnakí]"],"reasoning":"The official solution displays [nâː . . nakí]. Removing only its non-phonemic structural dots gives the original word [nâːnaki] with stress on the final i: [nâːnakí]."},
+        {"subpart":"a","id":"a.3","target":"Mark stress in [aktopa] ‘bridge’.","answer":"[aktopá]","accepted_values":["aktopá","[ak . . topá]","[aktopá]"],"reasoning":"The solution display is [ak . . topá]. Its dots are structural separators, so the source word is [aktopa] with stress on the final a: [aktopá]."},
+        {"subpart":"a","id":"a.4","target":"Mark stress in [wanayita] ‘to tie’.","answer":"[wanayitá]","accepted_values":["wanayitá","[wana.yitá]","[wanayitá]"],"reasoning":"The official solution displays [wana.yitá], which is the same word with a presentation period between syllables and stress on the final a. The readable answer is [wanayitá]."},
+        {"subpart":"a","id":"a.5","target":"Mark stress in [isiskitoci] ‘little drinking vessel’.","answer":"[isiskitóci]","accepted_values":["isiskitóci","[isis . . kitó.ci]","[isiskitóci]"],"reasoning":"The official solution displays [isis . . kitó.ci]. The acute is on o in the penultimate syllable; the dots and period are structural or syllable separators, not extra letters."},
+        {"subpart":"a","id":"a.6","target":"Mark stress in [honantaːki] ‘men’.","answer":"[honantáːki]","accepted_values":["honantáːki","[honan.táː.ki]","[honantáːki]"],"reasoning":"The official solution displays [honan.táː.ki], with stress on the long a in taː. Keeping the source word and its length mark gives [honantáːki]."},
+        {"subpart":"a","id":"a.7","target":"Mark stress in [ifoci] ‘puppy’.","answer":"[ifóci]","accepted_values":["ifóci","[ifó.ci]","[ifóci]"],"reasoning":"The solution display [ifó.ci] places stress on o. The period only separates syllables, so the answer without presentation punctuation is [ifóci]."},
+        {"subpart":"a","id":"a.8","target":"Mark stress in [sâːsakwa] ‘goose’.","answer":"[sâːsákwa]","accepted_values":["sâːsákwa","[sâː . . . . . . sák.wa]","[sâːsákwa]"],"reasoning":"The official solution displays [sâː . . . . . . sák.wa], with stress on the long a in the second syllable sák. The source's falling tone and length on the first vowel remain unchanged."},
+        {"subpart":"a","id":"a.9","target":"Mark stress in [hoktaki] ‘women’.","answer":"[hoktakí]","accepted_values":["hoktakí","[hok . . . . takí]","[hoktakí]"],"reasoning":"The official solution displays [hok . . . . takí], with stress on the final i. Removing the structural dots gives [hoktakí]."},
+        {"subpart":"a","id":"a.10","target":"Mark stress in [awanayita] ‘to tie to’.","answer":"[awanayíta]","accepted_values":["awanayíta","[awa . . . . nayí.ta]","[awanayíta]"],"reasoning":"The solution display [awa . . . . nayí.ta] places stress on the i in the penultimate syllable. The readable source-word answer is [awanayíta]."},
+        {"subpart":"a","id":"a.11","target":"Mark stress in [aːtamihoma] ‘bonnet (car hood)’.","answer":"[aːtamihomá]","accepted_values":["aːtamihomá","[aː.tami.homá]","[aːtamihomá]"],"reasoning":"The official solution displays [aː.tami.homá], with stress on the final a. The first vowel's length mark remains on aː."},
+        {"subpart":"a","id":"a.12","target":"Mark stress in [ilitohtaɬita] ‘to cross legs’.","answer":"[ilitohtaɬíta]","accepted_values":["ilitohtaɬíta","[ili . toh . taɬí.ta]","[ilitohtaɬíta]"],"reasoning":"The solution display [ili . toh . taɬí.ta] places stress on i in the syllable taɬi, before the final a. The consonant ɬ is preserved, yielding [ilitohtaɬíta]."}
+      ]
+    }
+  ]
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_expansion_v17_audit.json

@@ -0,0 +1,41 @@
+{
+  "schema_version": "ioling_train_expansion_v17_audit",
+  "reviewed_at_utc": "2026-07-17",
+  "ledger": "data/manual_overrides/train_expansion_v17.json",
+  "official_problem_pdfs": [
+    "data/raw/pdfs/iol-2018-indiv-prob.en.pdf",
+    "data/raw/pdfs/iol-2018-indiv-sol.en.pdf"
+  ],
+  "rendered_review": {
+    "problem_pages": [1],
+    "solution_pages": [1],
+    "render_command": "pdftoppm -r 600 -png",
+    "manual_checks": [
+      "All 21 supplied Creek examples were compared with the rendered problem page.",
+      "All 12 target words were compared with the rendered target list and the bold stress positions in the rendered official solution.",
+      "The official solution's circle and dot diagram was checked to distinguish structural slots from phonemic segments.",
+      "The official solution's printed syllable periods and repeated structural dots are retained only as explicit aliases; the canonical answer preserves the original word and adds stress." 
+    ]
+  },
+  "source_checks": {
+    "2018-individual-1": {
+      "title": "Creek",
+      "task_count": 12,
+      "task_ids": ["a.1", "a.2", "a.3", "a.4", "a.5", "a.6", "a.7", "a.8", "a.9", "a.10", "a.11", "a.12"],
+      "status": "approved_for_training"
+    }
+  },
+  "dataset_checks": {
+    "new_tasks": 12,
+    "new_sources": 1,
+    "combined_train_tasks": 167,
+    "combined_train_sources": 19,
+    "validation_sources": 3,
+    "source_overlap": [],
+    "production_exact_completion_count": 12,
+    "production_exact_completion_denominator": 12,
+    "prompt_contains_privileged_answer": false,
+    "scorer": "normalized_keyed_answer_v2",
+    "unicode_normalization": "NFKC"
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_microsteps_v1.json

@@ -0,0 +1,138 @@
+{
+  "schema_version": "ioling_train_microsteps_v1",
+  "reviewed_at_utc": "2026-07-12",
+  "review_method": "Each task was manually written from the rendered-official-page rule cards and checked target facts already approved for v14.",
+  "rule_card_source": "data/sft/ioling_rule_rich_traces_v3/train.jsonl",
+  "sources": {
+    "2008-individual-5": [
+      {"id": "inuktitut-definite-order", "type": "word_order", "question": "What is the order of subject, definite object, and verb in a definite transitive clause?", "answer": "subject-up, object-(q), verb"},
+      {"id": "inuktitut-indefinite-object", "type": "morpheme_mapping", "question": "Which noun suffix marks an indefinite object?", "answer": "-(r)mik"},
+      {"id": "inuktitut-indefinite-verb", "type": "morpheme_mapping", "question": "Which verb element accompanies an indefinite object?", "answer": "-si"},
+      {"id": "inuktitut-linker-vowel", "type": "allomorph_rule", "question": "Which linker precedes a person ending after a vowel-final verb?", "answer": "-j"},
+      {"id": "inuktitut-linker-consonant", "type": "allomorph_rule", "question": "Which linker precedes a person ending after a consonant-final verb?", "answer": "-t"},
+      {"id": "inuktitut-third-to-second", "type": "morpheme_mapping", "question": "Which ending marks a third-person subject acting on a second-person object?", "answer": "-aatit"},
+      {"id": "inuktitut-your-noun", "type": "transformation_rule", "question": "How is 'your' marked on a subject or object noun ending in -(q)?", "answer": "replace -(q) with -it"}
+    ],
+    "2011-individual-1": [
+      {"id": "menominee-order", "type": "morpheme_order", "question": "What is the order of components in a Menominee verb?", "answer": "person prefix, lexical element, verb element, person ending"},
+      {"id": "menominee-first-prefix", "type": "morpheme_mapping", "question": "Which prefix marks first-person singular?", "answer": "ne-"},
+      {"id": "menominee-inclusive-prefix", "type": "morpheme_mapping", "question": "Which prefix marks inclusive we (we1+2)?", "answer": "ke-"},
+      {"id": "menominee-by-mouth", "type": "morpheme_mapping", "question": "Which transitive element means 'by mouth'?", "answer": "-aht"},
+      {"id": "menominee-by-hand", "type": "morpheme_mapping", "question": "Which transitive element means 'by hand'?", "answer": "-en"},
+      {"id": "menominee-transitive-first", "type": "morpheme_mapping", "question": "Which transitive ending marks first-person singular?", "answer": "-an"},
+      {"id": "menominee-length-rule", "type": "transformation_rule", "question": "What happens when the first two vowels of an assembled word are both short?", "answer": "the second vowel becomes long"}
+    ],
+    "2011-individual-4": [
+      {"id": "nahuatl-compound-order", "type": "word_order", "question": "Which part of a Nahuatl compound modifies which other part?", "answer": "the left-hand part modifies the right-hand part"},
+      {"id": "nahuatl-noun-after-l", "type": "allomorph_rule", "question": "Which ordinary noun ending occurs after l?", "answer": "-li"},
+      {"id": "nahuatl-noun-elsewhere", "type": "allomorph_rule", "question": "Which ordinary noun ending occurs when the stem does not end in l?", "answer": "-tl"},
+      {"id": "nahuatl-many-after-l", "type": "allomorph_rule", "question": "Which 'place of many' suffix occurs after l?", "answer": "-lah"},
+      {"id": "nahuatl-diminutive", "type": "morpheme_mapping", "question": "Which suffix is the diminutive?", "answer": "-capil"}
+    ],
+    "2012-individual-1": [
+      {"id": "dyirbal-order", "type": "word_order", "question": "What is the basic constituent order in the Dyirbal data?", "answer": "object, subject, verb"},
+      {"id": "dyirbal-adjective-order", "type": "word_order", "question": "Where does an adjective occur relative to its noun?", "answer": "after the noun"},
+      {"id": "dyirbal-causative", "type": "morpheme_mapping", "question": "Which suffix forms a causative verb from an adjective?", "answer": "-man"},
+      {"id": "dyirbal-object-dangerous", "type": "class_mapping", "question": "Which object article is used for women and dangerous animals or objects?", "answer": "balan"},
+      {"id": "dyirbal-object-men", "type": "class_mapping", "question": "Which object article is used for men and other animals?", "answer": "bayi"},
+      {"id": "dyirbal-object-other", "type": "class_mapping", "question": "Which object article is used for the remaining noun class?", "answer": "bala"}
+    ],
+    "2012-individual-5": [
+      {"id": "rotuman-changed-position", "type": "word_order", "question": "Which word in a Rotuman two-word phrase undergoes the phrase-form change?", "answer": "the first word"},
+      {"id": "rotuman-vcv", "type": "transformation_rule", "question": "What phrase form results from a citation form ending in -VCV?", "answer": "-VC"},
+      {"id": "rotuman-vcu", "type": "transformation_rule", "question": "What phrase form results from a citation form ending in -VCu?", "answer": "-VC"},
+      {"id": "rotuman-vca", "type": "transformation_rule", "question": "What happens to final -VCa in phrase form?", "answer": "it becomes -VaC"},
+      {"id": "rotuman-noun-adjective", "type": "word_order", "question": "What is the order of a noun and its adjective?", "answer": "noun, adjective"}
+    ],
+    "2016-individual-5": [
+      {"id": "jaqaru-possessor-his", "type": "morpheme_mapping", "question": "Which Jaqaru possessor suffix means 'his'?", "answer": "-p”a"},
+      {"id": "jaqaru-possessor-our", "type": "morpheme_mapping", "question": "Which possessor suffix means inclusive 'our1+2'?", "answer": "-sa"},
+      {"id": "jaqaru-possessor-my", "type": "morpheme_mapping", "question": "Which possessor suffix means 'my'?", "answer": "-nha"},
+      {"id": "jaqaru-possessor-your", "type": "morpheme_mapping", "question": "Which possessor suffix means 'your'?", "answer": "-ma"},
+      {"id": "jaqaru-from", "type": "morpheme_mapping", "question": "Which suffix means 'from'?", "answer": "-t”a"},
+      {"id": "jaqaru-interrogative", "type": "morpheme_mapping", "question": "Which suffix is interrogative?", "answer": "-txi"},
+      {"id": "jaqaru-case-vowel-rule", "type": "transformation_rule", "question": "When an oral case suffix follows a root-final vowel, is that root vowel consumed or preserved?", "answer": "preserved"}
+    ],
+    "2017-individual-2": [
+      {"id": "abui-possessor-order", "type": "word_order", "question": "Where does a possessor occur relative to the possessed noun?", "answer": "before the possessed noun"},
+      {"id": "abui-first-possessor", "type": "morpheme_mapping", "question": "Which possessor prefix marks first-person singular?", "answer": "n-"},
+      {"id": "abui-second-possessor", "type": "morpheme_mapping", "question": "Which possessor prefix marks second-person singular?", "answer": "zero"},
+      {"id": "abui-third-possessor", "type": "morpheme_mapping", "question": "Which possessor prefix marks third-person singular?", "answer": "h-"},
+      {"id": "abui-body-part", "type": "class_mapping", "question": "Except after ri-, which prefix appears on a possessed body-part noun?", "answer": "a-"},
+      {"id": "abui-other-noun", "type": "class_mapping", "question": "Except after ri-, which prefix appears on another possessed noun?", "answer": "e-"}
+    ],
+    "2017-individual-3": [
+      {"id": "kimbundu-basic-order", "type": "word_order", "question": "What is the basic order of subject, verb, optional object, and optional place?", "answer": "subject, verb, object, place"},
+      {"id": "kimbundu-first-subject", "type": "morpheme_mapping", "question": "Which verb prefix expresses a first-person-singular subject?", "answer": "ŋg-"},
+      {"id": "kimbundu-possessed-order", "type": "word_order", "question": "Where does a possessed noun occur relative to its possessive pronoun?", "answer": "before the possessive pronoun"},
+      {"id": "kimbundu-place-concord", "type": "class_mapping", "question": "Which concord prefix marks place expressions?", "answer": "mù-"},
+      {"id": "kimbundu-statement-tone", "type": "prosody_rule", "question": "What is the sentence-final tone of a statement?", "answer": "low"},
+      {"id": "kimbundu-question-tone", "type": "prosody_rule", "question": "What is the sentence-final tone of a question?", "answer": "high"}
+    ],
+    "2018-individual-2": [
+      {"id": "hakhun-order", "type": "word_order", "question": "What is the order of subject, optional object, predicate, agreement complex, and final ne?", "answer": "subject, object, predicate, agreement complex, ne"},
+      {"id": "hakhun-singular-transitive", "type": "morpheme_mapping", "question": "Which marker follows a first- or second-person-singular transitive subject?", "answer": "-bə"},
+      {"id": "hakhun-other-transitive", "type": "morpheme_mapping", "question": "Which marker follows a third-person or plural transitive subject?", "answer": "kəmə"},
+      {"id": "hakhun-hierarchy", "type": "role_rule", "question": "What is the person hierarchy from highest to lowest?", "answer": "first > second > third"},
+      {"id": "hakhun-present-higher-subject", "type": "morpheme_mapping", "question": "Which agreement prefix marks present tense when the subject outranks the object?", "answer": "k-"},
+      {"id": "hakhun-present-higher-object", "type": "morpheme_mapping", "question": "Which agreement prefix marks present tense when the object outranks the subject?", "answer": "r-"},
+      {"id": "hakhun-sleep", "type": "lexical_mapping", "question": "Which predicate means 'sleep'?", "answer": "ʒip"}
+    ],
+    "2018-individual-3": [
+      {"id": "terena-first-p", "type": "transformation_rule", "question": "For first-person singular, what does the first voiceless p become?", "answer": "mb"},
+      {"id": "terena-first-t", "type": "transformation_rule", "question": "For first-person singular, what does the first voiceless t become?", "answer": "nd"},
+      {"id": "terena-first-k", "type": "transformation_rule", "question": "For first-person singular, what does the first voiceless k become?", "answer": "ng"},
+      {"id": "terena-second-a", "type": "transformation_rule", "question": "For second-person singular in a native word, what does the first eligible a become?", "answer": "e"},
+      {"id": "terena-second-o", "type": "transformation_rule", "question": "For second-person singular, what does the first eligible o become?", "answer": "e"},
+      {"id": "terena-portuguese-accent", "type": "transformation_rule", "question": "In a Portuguese loan, what does á become for second-person singular?", "answer": "eá"}
+    ],
+    "2019-individual-5": [
+      {"id": "nooni-copular-order", "type": "word_order", "question": "What is the order of the two terms in the Nooni copular construction?", "answer": "A nú B"},
+      {"id": "nooni-clause-order", "type": "word_order", "question": "What is the ordinary order of subject, tense, verb, object, place, and day?", "answer": "subject, tense, verb, object, place, day"},
+      {"id": "nooni-see", "type": "morpheme_order", "question": "What is the discontinuous construction meaning 'see'?", "answer": "yɛn (object) lé"},
+      {"id": "nooni-past-today", "type": "morpheme_mapping", "question": "Which tense marker means past today?", "answer": "bɛ̂ː"},
+      {"id": "nooni-near-future", "type": "morpheme_mapping", "question": "Which marker means future fewer than three days ahead?", "answer": "nú bóy"},
+      {"id": "nooni-far-future", "type": "morpheme_mapping", "question": "Which marker means future more than three days ahead?", "answer": "nú yúː"},
+      {"id": "nooni-first-person", "type": "morpheme_mapping", "question": "Which prefix marks first-person singular on the tense marker or verb?", "answer": "n-"},
+      {"id": "nooni-le-after-consonant", "type": "allomorph_rule", "question": "What does lé become after a consonant?", "answer": "é"}
+    ],
+    "2021-individual-1": [
+      {"id": "ekari-one", "type": "lexical_mapping", "question": "Which Ekari numeral means 1?", "answer": "ena"},
+      {"id": "ekari-six", "type": "lexical_mapping", "question": "Which Ekari numeral means 6?", "answer": "benomi"},
+      {"id": "ekari-nine", "type": "lexical_mapping", "question": "Which Ekari numeral means 9?", "answer": "ije"},
+      {"id": "ekari-ten", "type": "lexical_mapping", "question": "Which Ekari numeral means 10?", "answer": "rati"},
+      {"id": "ekari-sixty", "type": "lexical_mapping", "question": "Which Ekari numeral means 60?", "answer": "moeto"},
+      {"id": "ekari-addition", "type": "arithmetic_rule", "question": "What operation is expressed when a unit with -ma precedes a multiple of ten?", "answer": "addition"},
+      {"id": "ekari-subtractive-nine", "type": "arithmetic_rule", "question": "Which unit may precede the next decade to express subtraction by one?", "answer": "ije"},
+      {"id": "ekari-daemita", "type": "arithmetic_rule", "question": "What value does X daemita moeto represent?", "answer": "60 + X"}
+    ],
+    "2022-individual-1": [
+      {"id": "ubykh-role-order", "type": "morpheme_order", "question": "In what role order do person prefixes occur around the fixed verb stem?", "answer": "direct object, indirect object, subject"},
+      {"id": "ubykh-first-singular", "type": "morpheme_mapping", "question": "Which person prefix marks first-person singular?", "answer": "s-"},
+      {"id": "ubykh-first-plural", "type": "morpheme_mapping", "question": "Which person prefix marks first-person plural?", "answer": "šʼ-"},
+      {"id": "ubykh-second-singular", "type": "morpheme_mapping", "question": "Which person prefix marks second-person singular?", "answer": "w-"},
+      {"id": "ubykh-second-plural", "type": "morpheme_mapping", "question": "Which person prefix marks second-person plural?", "answer": "ŝʷ-"},
+      {"id": "ubykh-a-vowel", "type": "allomorph_rule", "question": "When is the verb vowel a rather than ə?", "answer": "when the direct object is plural or a second-person-plural participant is present"}
+    ],
+    "2023-individual-5": [
+      {"id": "supyire-one", "type": "lexical_mapping", "question": "Which Supyire numeral means 1?", "answer": "niŋkin"},
+      {"id": "supyire-five", "type": "lexical_mapping", "question": "Which Supyire numeral means 5?", "answer": "kaŋkuro"},
+      {"id": "supyire-ten", "type": "lexical_mapping", "question": "Which Supyire numeral means 10?", "answer": "kɛ"},
+      {"id": "supyire-twenty", "type": "lexical_mapping", "question": "Which Supyire numeral means 20?", "answer": "beɲjaaga"},
+      {"id": "supyire-eighty", "type": "lexical_mapping", "question": "Which Supyire numeral means 80?", "answer": "ŋkuu"},
+      {"id": "supyire-four-hundred", "type": "lexical_mapping", "question": "Which Supyire numeral means 400?", "answer": "kampwoo"},
+      {"id": "supyire-addition", "type": "arithmetic_rule", "question": "What arithmetic operation does na express?", "answer": "addition"},
+      {"id": "supyire-400-multiplier", "type": "allomorph_rule", "question": "Which form of 400 occurs before a multiplier?", "answer": "kampwɔhii"}
+    ],
+    "2024-individual-1": [
+      {"id": "arapesh-verb-order", "type": "morpheme_order", "question": "Which comes first in the verb: subject prefix or tense prefix?", "answer": "subject prefix"},
+      {"id": "arapesh-first-subject", "type": "morpheme_mapping", "question": "Which subject prefix marks first-person singular?", "answer": "t-"},
+      {"id": "arapesh-third-nonsingular", "type": "morpheme_mapping", "question": "Which subject prefix marks third-person dual or plural?", "answer": "ne-"},
+      {"id": "arapesh-present", "type": "morpheme_mapping", "question": "Which prefix marks present tense?", "answer": "ku-"},
+      {"id": "arapesh-future", "type": "morpheme_mapping", "question": "Which prefix marks future tense?", "answer": "je-"},
+      {"id": "arapesh-third-singular-object", "type": "morpheme_mapping", "question": "Which ending marks a third-person-singular object?", "answer": "-n"},
+      {"id": "arapesh-third-plural-object", "type": "morpheme_mapping", "question": "Which ending marks a third-person-plural object?", "answer": "-new"},
+      {"id": "arapesh-tj", "type": "transformation_rule", "question": "What does the sequence t+j become?", "answer": "cc"}
+    ]
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_source_rules_v1.json

@@ -0,0 +1,37 @@
+{
+  "schema_version": "ioling_train_source_rules_v1",
+  "reviewed_at_utc": "2026-07-11",
+  "reviewer": "Codex, transcribed from rendered official IOL solution pages",
+  "sources": {
+    "2008-individual-5": {
+      "solution_pdf": "data/raw/pdfs/iol-2008-indiv-sol.en.pdf",
+      "solution_page_1_indexed": 3,
+      "rule_card": "Inuktitut has three relevant sentence patterns. (1) X-(q) V: X acts on himself or herself. (2) X-(q) Y-(r)mik V-si: X acts on an indefinite Y. (3) X-up Y-(q) V: X acts on the definite Y. A noun that has final -q as a subject or definite object uses -r before indefinite-object -mik; a vowel-final noun takes -mik directly. To mark 'your', replace subject/object -(q) by -it and possessor -up by -vit. A verb takes -j after a vowel and -t after a consonant, then a person ending. In patterns (1) and (2), -utit marks second-person subject and -uq marks third-person subject. In pattern (3), -ait marks second-person subject with third-person object, -anga marks third-person subject with third-person object, and -aatit marks third-person subject with second-person object. A transitive verb with no object is reflexive. Useful roots visible in the examples include qingmi 'dog', inuuhuktu 'boy', iluaqhaiji 'doctor', angatkuq 'shaman', nanuq 'polar bear', angunahukti 'hunter', amaruq 'wolf', ilinniaqtitsiji 'teacher'; taku 'see', qukiq 'shoot', aanniq 'hurt', aarqi 'cure', iputu 'spear', qai 'come', and ukiakhaq 'fall'."
+    },
+    "2011-individual-1": {
+      "solution_pdf": "data/raw/pdfs/iol-2011-indiv-sol.en-gb.pdf",
+      "solution_page_1_indexed": 1,
+      "rule_card": "A Menominee verb is assembled from a person prefix, a directional or lexical element, a verb element, and a person ending. Prefix ne- means first-person singular, ke- means inclusive we (we1+2), and third person has no prefix. Directional or lexical elements include kaw 'down', ket 'out', kesk 'through', pahk 'off', pāhk 'open', pīt 'hither', taw 'pierce', wack 'around', and wǣp 'begin'. Intransitive elements include -āhpe 'laughing', -ānæhkæ 'digging', -eqta 'lying flat', and -ohnæ 'walking', followed by -m 'I', -q 'we1+2', or -w 'he'. Transitive elements include -ah 'by tool', -aht 'by mouth', -en 'by hand', and -es 'cutting', followed by -an 'I', -æq 'we1+2', or -am 'he'. If the first two vowels in the assembled word are both short, the second becomes long; for example e becomes ǣ."
+    },
+    "2012-individual-1": {
+      "solution_pdf": "data/raw/pdfs/iol-2012-indiv-sol.en.pdf",
+      "solution_page_1_indexed": 1,
+      "rule_card": "Dyirbal order is object-subject-verb, and adjectives follow nouns. An adjective can form a causative verb with -man ('make adjective'). A verb can form an adjective meaning 'that is always being V-ed' or 'that is always V-ing nouns'; the surface suffix depends on the final sound of the verb. Every noun phrase starts with an article. Object articles are balan for women and dangerous animals or objects, bayi for men and other animals, and bala for the remaining class. Corresponding subject articles are baNgun, baNgul, and baNgu. The subject noun and its attributes take -Ngu after a vowel in a two-syllable word, -gu after a vowel in a longer word, and a homorganic stop plus -u after a consonant. Use the lexical correspondences supplied in the numbered examples; preserve object-subject-verb order when translating the target."
+    },
+    "2012-individual-5": {
+      "solution_pdf": "data/raw/pdfs/iol-2012-indiv-sol.en.pdf",
+      "solution_page_1_indexed": 4,
+      "rule_card": "In a Rotuman two-word phrase, the first word changes its final part. Officially: final -VCV becomes -VC; final -VCu also becomes -VC; final -VCi changes to an umlauted-vowel-plus-consonant form; and final -VCa becomes -VaC. The same changes occur in reduplicated adjectives. Word order is modified noun then modifier noun, noun then adjective, and verb then object. Thus the first component of an observed phrase may have several possible citation forms when the reverse operation is ambiguous. For the target, reverse the phrase form fäeag in fäeag ‘u‘u 'to use sign language' to recover possible forms meaning 'word', and reverse a‘öf in a‘öf fau 'year's end' to recover possible forms meaning 'to exhaust'."
+    },
+    "2016-individual-5": {
+      "solution_pdf": "data/raw/pdfs/iol-2016-indiv-sol.en.pdf",
+      "solution_page_1_indexed": 5,
+      "rule_card": "A Jaqaru form has a root followed by up to three suffixes. Possessor suffixes are -p”a 'his', -sa 'our1+2', -nha 'my', and -ma 'your'. Case or other suffixes are -p”a 'through', -psa 'too', -t”a 'from', -txi interrogative, and -na 'in'. The oral suffixes -p”a, -sa, -p”a, -psa, -t”a, and -txi affect a preceding vowel: the first possessor group always consumes it, while the case group consumes a vowel belonging to another suffix but preserves a root vowel. Nasal -nha and -ma consume a preceding vowel if they retain their own vowel; -na follows the corresponding nasal rule. Relevant roots in the problem are aq” 'cave', qucxa 'lake', chushu 'corner', marka 'town', ishi 'bed', uta 'house', p”ak”u 'pot', yapu 'field', and qaqa 'cliff'. Analyze suffix order and vowel loss, but preserve the exact orthography shown in the verified answer."
+    },
+    "2019-individual-5": {
+      "solution_pdf": "data/raw/pdfs/iol-2019-indiv-sol.en.pdf",
+      "solution_page_1_indexed": 5,
+      "rule_card": "Nooni copular order is A (T) nú B, meaning A is or was B; cí marks past and no tense word marks future in this construction. Ordinary clause order is subject, tense, verb, object, optional lé, place, day. The verb 'see' is yɛn (object) lé; after a consonant, lé becomes é. Past tense uses nɔ̂ː for just now, bɛ̂ː for today, cí nɔ̂ː for fewer than three days ago, and tɔ̀ nɔ̂ː for more than three days ago. Future uses nú for 'be about to', nú géː for today, nú bóy for fewer than three days ahead, and nú yúː for more than three days ahead. First-person singular adds n- to the tense marker or verb, with nb becoming mb, nk/ng becoming ŋk/ŋg, and nn becoming n. After a falling, high-falling, or low tone, a following high tone becomes rising. Use the day sequence and lexical correspondences established by the numbered examples, and preserve all tones and vowel lengths in Nooni output."
+    }
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/train_target_derivations_v1.json

@@ -0,0 +1,306 @@
+{
+  "schema_version": "ioling_train_target_derivations_v1",
+  "reviewed_at_utc": "2026-07-11",
+  "review_method": "Each target and derivation was checked against the rendered official solution page and the atomic problem prompt.",
+  "records": {
+    "iol-2012-individual-p5-sub-d-atomic-d.1": {
+      "source_problem_id": "2012-individual-5",
+      "facts": [
+        "In fäeag ‘u‘u, the first word is the phrase form of the word meaning 'word'.",
+        "Reversing every applicable phrase-form rule for fäeag gives exactly fäega, fäeaga, and fäeagu."
+      ],
+      "assistant_completion": "The phrase fäeag ‘u‘u means 'to use sign language', so fäeag is the changed phrase form of the word for 'word'. Reversing each applicable final-vowel rule gives the three possible citation forms fäega, fäeaga, and fäeagu; the data do not distinguish among them.\n\n\\boxed{d.1: fäega (or fäeaga, fäeagu)}"
+    },
+    "iol-2012-individual-p5-sub-d-atomic-d.2": {
+      "source_problem_id": "2012-individual-5",
+      "facts": [
+        "In a‘öf fau, the first word is the phrase form of the verb meaning 'to exhaust'.",
+        "Exhaustively reversing the phrase-form rules gives exactly a‘ofi, a‘öfi, a‘öfö, a‘öfu, a‘öfü, and a‘ofü."
+      ],
+      "assistant_completion": "The compound a‘öf fau is 'to exhaust + year', so a‘öf is the changed phrase form of the required verb. Applying all inverse phrase-form possibilities, including the ambiguous vowel changes, gives six and only six citation forms.\n\n\\boxed{d.2: a‘ofi (or a‘öfi, a‘öfö, a‘öfu, a‘öfü, a‘ofü)}"
+    },
+    "iol-2016-individual-p5-sub-a-atomic-a.1": {
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "uta means 'house', -nha means 'my', -na means 'in', and -txi is interrogative.",
+        "The suffix vowel-elision rules produce ut-nha-n-txi."
+      ],
+      "assistant_completion": "Segment utnhantxi as uta 'house' + -nha 'my' + -na 'in' + -txi interrogative. The regular elisions give ut-nha-n-txi, so the whole form asks whether something is in the speaker's house.\n\n\\boxed{a.1: is it in my house?}"
+    },
+    "iol-2016-individual-p5-sub-a-atomic-a.2": {
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "yapu means 'field', possessive -p”a means 'his', and -psa means 'too'.",
+        "Possessive -p”a removes the root-final vowel, and -psa removes the vowel of the preceding suffix."
+      ],
+      "assistant_completion": "Here -p”a is the possessive suffix 'his', not the homophonous case suffix 'through'. In yapu + -p”a + -psa, possessive -p”a consumes the root vowel and -psa consumes the preceding suffix vowel, producing yapp”psa: 'his field too'.\n\n\\boxed{a.2: his field too}"
+    },
+    "iol-2016-individual-p5-sub-a-atomic-a.3": {
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "yapu means 'field', case -p”a means 'through', and -psa means 'too'.",
+        "Case -p”a preserves a root vowel, while -psa removes the vowel belonging to the preceding suffix."
+      ],
+      "assistant_completion": "In yapup”psa, -p”a is the case suffix 'through'. Unlike possessive -p”a, it leaves the root-final u; final -psa 'too' removes the vowel of the preceding suffix. Thus the form means 'through the field too'.\n\n\\boxed{a.3: through the field too}"
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.1": {
+      "source_problem_id": "2012-individual-1",
+      "facts": [
+        "Dyirbal order is object-subject-verb.",
+        "balan ñalNga is 'the girl'; baNgul NumaNgu guniymuNagu is 'the father that is always being searched for'; bambunman is 'is healing'."
+      ],
+      "assistant_completion": "Use the object-subject-verb order. The object balan ñalNga is 'the girl'. The subject phrase baNgul NumaNgu guniymuNagu is 'the father that is always being searched for', and bambunman is the causative verb 'is healing'.\n\n\\boxed{b.1: The father that is always being searched for is healing the girl.}"
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.2": {
+      "source_problem_id": "2012-individual-1",
+      "facts": [
+        "Dyirbal order is object-subject-verb.",
+        "bala diban bilmbalmuNa is 'the stone that is always being pushed'; baNgun biñéiriñéu is 'the lizard'; guniñu is 'is searching for'."
+      ],
+      "assistant_completion": "The first noun phrase is the object: bala diban bilmbalmuNa is 'the stone that is always being pushed'. The marked subject baNgun biñéiriñéu is 'the lizard', and final guniñu means 'is searching for'. Reordering into English gives the translation.\n\n\\boxed{b.2: The lizard is searching for the stone that is always being pushed.}"
+    },
+    "iol-2012-individual-p1-sub-b-atomic-b.3": {
+      "source_problem_id": "2012-individual-1",
+      "facts": [
+        "Dyirbal order is object-subject-verb.",
+        "bayi bargan is 'the wallaby'; baNgul yaóaNgu gubimbuluNunéanaymuNagu is 'the man that is always blaming doctors'; banéan is 'is following'."
+      ],
+      "assistant_completion": "The object bayi bargan is 'the wallaby'. The subject is baNgul yaóaNgu followed by the derived modifier gubimbuluNunéanaymuNagu, giving 'the man that is always blaming doctors'. Final banéan is 'is following'.\n\n\\boxed{b.3: The man that is always blaming doctors is following the wallaby.}"
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.1": {
+      "source_problem_id": "2011-individual-1",
+      "facts": [
+        "The components are ne- 'I', wǣp 'begin', -aht 'by mouth', and transitive -an 'I'.",
+        "Their surface concatenation is newǣpahtan."
+      ],
+      "assistant_completion": "This is a transitive 'by mouth' form. Combine ne- for first-person singular, wǣp 'begin', -aht 'by mouth', and the transitive first-person ending -an. The resulting Menominee word is newǣpahtan.\n\n\\boxed{b.1: newǣpahtan}"
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.2": {
+      "source_problem_id": "2011-individual-1",
+      "facts": [
+        "The components are ke- 'we1+2', kaw 'down', -en 'by hand', and transitive -æq 'we1+2'.",
+        "The first two vowels are short, so the second, a, lengthens to ā."
+      ],
+      "assistant_completion": "Use ke- for inclusive 'we1+2', kaw 'down', -en 'by hand', and the transitive inclusive ending -æq. Before the length rule this is kekawenæq. Its first two vowels are short, so the second vowel a becomes ā, yielding kekāwenæq.\n\n\\boxed{b.2: kekāwenæq}"
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.3": {
+      "source_problem_id": "2011-individual-1",
+      "facts": [
+        "Third person has no prefix.",
+        "The components are taw 'pierce', -ānæhkæ 'digging', and intransitive -w 'he'."
+      ],
+      "assistant_completion": "Third person takes no prefix. Combine taw 'pierce' with the intransitive element -ānæhkæ 'digging' and the third-person ending -w. This gives tawānæhkæw, literally the construction for 'he digs a hole'.\n\n\\boxed{b.3: tawānæhkæw}"
+    },
+    "iol-2011-individual-p1-sub-b-atomic-b.4": {
+      "source_problem_id": "2011-individual-1",
+      "facts": [
+        "Third person has no prefix; ket means 'out', -ohnæ means 'walking', and -w means 'he'.",
+        "In ketohnæw the first two vowels are short, so o lengthens to ō."
+      ],
+      "assistant_completion": "For third-person 'he' there is no prefix. Join ket 'out', -ohnæ 'walking', and intransitive -w 'he' to obtain ketohnæw. The first two vowels e and o are short, so the second lengthens: ketōhnæw.\n\n\\boxed{b.4: ketōhnæw}"
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.1": {
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "The copular pattern A nú B means 'A is B'.",
+        "fɔ̀ shě ntfǔː means 'the day after tomorrow'."
+      ],
+      "assistant_completion": "This uses the copular order A nú B, 'A is B'. The expression fɔ̀ shě ntfǔː is 'the day after tomorrow', as in the parallel dated example. Therefore Bvusɔw is identified as that day.\n\n\\boxed{a.1: Bvusɔw is the day after tomorrow.}"
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.2": {
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "me is 'I', nú géː marks future today, yɛn ... lé means 'see', kèŋkfǔ is 'yam', and ɛ̀bɛ̀n is 'today'.",
+        "First-person n- produces the surface forms ŋgéː and nyɛ́n."
+      ],
+      "assistant_completion": "Read the ordinary clause in subject-tense-verb-object-day order. me is 'I'; nú ŋgéː is the first-person form of today's future; nyɛ́n ... lé is 'see'; kèŋkfǔ is 'yam'; and ɛ̀bɛ̀n is 'today'.\n\n\\boxed{a.2: Today, I will see the yam.}"
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.3": {
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "wvù is 'he', tɔ̀ nɔ̂ː marks past more than three days ago, yɛn ... lé means 'see', bèsèn is 'us', and bvúmbòn is the day Bvumbon.",
+        "After a consonant, lé appears as é; tone sandhi gives the written ě."
+      ],
+      "assistant_completion": "wvù is 'he' and tɔ̀ nɔ̂ː places the event more than three days in the past. The predicate yɛ᷅n bèsèn ě is 'saw us'; ě is the conditioned form of lé after the object. The final day is Bvumbon.\n\n\\boxed{a.3: On Bvumbon, he saw us.}"
+    },
+    "iol-2019-individual-p5-sub-a-atomic-a.4": {
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "bèsèn is 'we', nú bóy marks future fewer than three days ahead, tɔ́ is 'come', fɔ̀wǎy is 'market', and bvúzhı᷇ːde᷆n is Bvuzhiden."
+      ],
+      "assistant_completion": "The clause follows subject-tense-verb-place-day order. bèsèn is 'we', nú bóy is the near-future marker, tɔ́ means 'come', fɔ̀wǎy is 'market', and the final word is the day Bvuzhiden.\n\n\\boxed{a.4: On Bvuzhiden, we will come to the market.}"
+    },
+    "iol-2008-individual-p5-sub-b-atomic-b.1": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "A definite transitive clause has subject-up, then the definite object if overt, then the verb.",
+        "Angatku-up is 'the shaman' as subject; aanniq-t-aatit is 'hurt' plus the 3rd-subject/2nd-object ending."
+      ],
+      "assistant_completion": "Use the definite transitive pattern. Angatku takes subject -up, giving Angatkuup. The consonant-final verb aanniq takes -t, and -aatit marks third-person subject acting on second-person object.\n\n\\boxed{b.1: Angatkuup aanniqtaatit.}"
+    },
+    "iol-2008-individual-p5-sub-b-atomic-b.2": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Ilinniaqtitsiji-up is 'the teacher' as subject and inuuhuktu-q is the definite boy object.",
+        "taku-j-anga is 'see' with the 3rd-subject/3rd-object ending."
+      ],
+      "assistant_completion": "This is a definite transitive clause: Ilinniaqtitsijiup is the teacher marked as subject, and inuuhuktuq is the definite boy object. Vowel-final taku takes -j, followed by -anga for a third-person subject and third-person object.\n\n\\boxed{b.2: Ilinniaqtitsijiup inuuhuktuq takujanga.}"
+    },
+    "iol-2008-individual-p5-sub-b-atomic-b.3": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Replacing subject -q with -it marks 'your', so amaruq becomes amaruit.",
+        "ukiakhaq-t-uq is consonant-final 'fall' with a third-person subject."
+      ],
+      "assistant_completion": "The possessed subject 'your wolf' is formed by replacing the wolf's -q with -it: amaruit. The consonant-final verb ukiakhaq takes -t and the third-person ending -uq, giving ukiakhaqtuq.\n\n\\boxed{b.3: Amaruit ukiakhaqtuq.}"
+    },
+    "iol-2008-individual-p5-sub-b-atomic-b.4": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "An indefinite object uses -(r)mik, so qingmiq becomes qingmirmik.",
+        "qukiq-si-j-utit is the indefinite-object verb form with second-person subject."
+      ],
+      "assistant_completion": "A dog is indefinite here, so qingmiq takes -rmik: qingmirmik. With an indefinite object, qukiq uses -si; the resulting vowel-final form takes -j and then -utit for second-person subject, giving qukiqsijutit.\n\n\\boxed{b.4: Qingmirmik qukiqsijutit.}"
+    },
+    "iol-2008-individual-p5-sub-b-atomic-b.5": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Replacing subject -q with -it gives qingmiit 'your dog'.",
+        "The vowel-final indefinite object is ilinniaqtitsiji-mik; aanniq-si-j-uq marks a third-person subject."
+      ],
+      "assistant_completion": "The subject 'your dog' is qingmiit, with -it replacing -q. The vowel-final indefinite object 'a teacher' is ilinniaqtitsijimik. The indefinite-object verb is aanniq-si-j-uq, with third-person subject ending -uq.\n\n\\boxed{b.5: Qingmiit ilinniaqtitsijimik aanniqsijuq.}"
+    },
+    "iol-2019-individual-p5-sub-c-atomic-c.1": {
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "The order is subject-tense-verb-object-day.",
+        "me is 'I'; first-person n- gives ncí and nfı᷅; cí nɔ̂ː is the required past interval; dìɛ̀msɛ̌n is 'man'; bvúsɔ̀w is Bvusɔw."
+      ],
+      "assistant_completion": "Use subject-tense-verb-object-day order. me is 'I'. For this past interval the tense is cí nɔ̂ː, with first-person n- producing ncí; the same prefix gives nfı᷅ for 'help'. Then place dìɛ̀msɛ̌n 'man' before the day Bvusɔw.\n\n\\boxed{c.1: me ncí nɔ̂ː nfı᷅ dìɛ̀msɛ̌n bvúsɔ̀w.}"
+    },
+    "iol-2019-individual-p5-sub-c-atomic-c.2": {
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "cɔ̌ŋ is 'thief', nɔ̂ː is 'just now', cɔ᷅ŋ is 'steal', and kèŋkfǔ is 'yam'."
+      ],
+      "assistant_completion": "The ordinary clause order is subject-tense-verb-object. Use cɔ̌ŋ 'thief', nɔ̂ː 'just now', cɔ᷅ŋ 'steal', and kèŋkfǔ 'yam' in that order.\n\n\\boxed{c.2: cɔ̌ŋ nɔ̂ː cɔ᷅ŋ kèŋkfǔ.}"
+    },
+    "iol-2019-individual-p5-sub-c-atomic-c.3": {
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "me is 'I'; nú yúː marks future more than three days ahead; yów is 'hear'; mutù is 'car'; bvûŋka᷆ːde᷆n is Bvuŋkaden.",
+        "First-person n- produces nyúː and nyów."
+      ],
+      "assistant_completion": "Bvuŋkaden lies in the more-than-three-days future category, so use nú yúː. With subject me 'I', first-person n- gives nyúː and also nyów from yów 'hear'. Follow this with mutù 'car' and the day Bvuŋkaden.\n\n\\boxed{c.3: me nú nyúː nyów mutù bvûŋka᷆ːde᷆n.}"
+    },
+    "iol-2019-individual-p5-sub-c-atomic-c.4": {
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "kwɔ᷆ːn is 'woman', nú géː is today's future, yó is 'kill', dìɛ̀msɛ̌n is 'man', and ɛ̀bɛ̀n is 'today'."
+      ],
+      "assistant_completion": "Use subject-tense-verb-object-day order. kwɔ᷆ːn is 'woman', nú géː marks future today, yó is 'kill', dìɛ̀msɛ̌n is 'man', and ɛ̀bɛ̀n is the day word 'today'.\n\n\\boxed{c.4: kwɔ᷆ːn nǔ géː yó dìɛ̀msɛ̌n ɛ̀bɛ̀n.}"
+    },
+    "iol-2019-individual-p5-sub-c-atomic-c.5": {
+      "source_problem_id": "2019-individual-5",
+      "facts": [
+        "dìɛ̀msɛ̌n is 'man', bɛ̂ː marks past today, yɛn ... lé is 'see', wɔ̀ is singular 'you', and ɛ̀bɛ̀n is 'today'.",
+        "Tone sandhi gives the written forms yɛ᷅n and lě."
+      ],
+      "assistant_completion": "Place dìɛ̀msɛ̌n 'man' before the past-today marker bɛ̂ː. The 'see' construction is yɛn object lé, here with wɔ̀ 'you(sg)'; the required tone changes produce yɛ᷅n and lě. End with ɛ̀bɛ̀n 'today'.\n\n\\boxed{c.5: dìɛ̀msɛ̌n bɛ̂ː yɛ᷅n wɔ̀ lě ɛ̀bɛ̀n.}"
+    },
+    "iol-2016-individual-p5-sub-b-atomic-b.1": {
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "qaqa means 'cliff' and possessive -sa means 'our1+2'.",
+        "Oral possessive -sa consumes the root-final vowel."
+      ],
+      "assistant_completion": "Attach possessive -sa 'our1+2' to qaqa 'cliff'. Because oral possessor suffixes always consume the preceding vowel, qaqa + -sa becomes qaqsa.\n\n\\boxed{b.1: qaqsa}"
+    },
+    "iol-2016-individual-p5-sub-b-atomic-b.2": {
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "chushu means 'corner', -ma means 'your', and -na means 'in'.",
+        "When following -na removes the vowel of -ma, -ma leaves the root-final u, giving chushu-m-na."
+      ],
+      "assistant_completion": "Combine chushu 'corner', possessive -ma 'your', and locative -na 'in'. The locative causes -ma to lose its vowel; a nasal suffix that gives up its vowel leaves the preceding root vowel intact. Thus chushu-ma-na surfaces as chushumna.\n\n\\boxed{b.2: chushumna}"
+    },
+    "iol-2016-individual-p5-sub-b-atomic-b.3": {
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "The suffixes are -ma 'your', -na 'in', and -psa 'too'.",
+        "-psa removes the vowel of -na; -na then leaves the vowel of -ma, while -ma consumes the root-final u, yielding chush-ma-n-psa."
+      ],
+      "assistant_completion": "Start with chushu 'corner' and add -ma 'your', -na 'in', and -psa 'too'. Final -psa removes the vowel of -na. The resulting elision chain leaves -ma's a but removes the root-final u, producing chush-ma-n-psa.\n\n\\boxed{b.3: chushmanpsa}"
+    },
+    "iol-2016-individual-p5-sub-b-atomic-b.4": {
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "The suffixes are -ma 'your', -t”a 'from', and -psa 'too'.",
+        "The elision chain removes the vowels of -ma and -t”a but preserves the root-final u, yielding chushu-m-t”-psa."
+      ],
+      "assistant_completion": "Add -ma 'your', -t”a 'from', and -psa 'too' to chushu 'corner'. Successive suffix-triggered elision removes the vowels of -ma and -t”a; because nasal -ma gives up its vowel, the root-final u remains. The surface form is chushumt”psa.\n\n\\boxed{b.4: chushumt”psa}"
+    },
+    "iol-2016-individual-p5-sub-b-atomic-b.5": {
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "aq”i is the citation form 'cave', -t”a means 'from', and -txi is interrogative.",
+        "-t”a preserves the root vowel, while -txi removes the vowel of the preceding suffix, giving aq”i-t”-txi."
+      ],
+      "assistant_completion": "Use aq”i 'cave' with case -t”a 'from' and interrogative -txi. The case suffix leaves the root vowel i, while -txi consumes the vowel belonging to -t”a. This yields aq”it”txi.\n\n\\boxed{b.5: aq”it”txi}"
+    },
+    "iol-2016-individual-p5-sub-b-atomic-b.6": {
+      "source_problem_id": "2016-individual-5",
+      "facts": [
+        "uta means 'house' and -txi is interrogative.",
+        "Interrogative -txi leaves a root-final vowel."
+      ],
+      "assistant_completion": "Attach interrogative -txi directly to uta 'house'. As an oral case suffix it leaves a vowel that belongs to the root, so uta + -txi surfaces as utatxi.\n\n\\boxed{b.6: utatxi}"
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.1": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Amaru-up is 'the wolf' as subject, angatku-it is the definite object 'your shaman', and taku-j-anga is 'saw' with 3rd-person subject and object."
+      ],
+      "assistant_completion": "The -up on Amaru marks the wolf as subject. On angatku, -it replaces the ordinary definite ending and means 'your', so the object is 'your shaman'. taku-j-anga is 'saw' with a third-person subject and object.\n\n\\boxed{a.1: The wolf saw your shaman.}"
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.2": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Nanu-it is 'your polar bear' as subject, inuuhuktu-rmik is indefinite 'a boy', and aanniq-si-j-uq is 'hurt' with third-person subject."
+      ],
+      "assistant_completion": "Nanu-it is the possessed subject 'your polar bear'. The object inuuhuktu-rmik is indefinite, hence 'a boy'. With an indefinite object, aanniq takes -si-j-uq, whose ending marks a third-person subject.\n\n\\boxed{a.2: Your polar bear hurt a boy.}"
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.3": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Angunahukti-it is 'your hunter' as subject.",
+        "A transitive verb without an expressed object is reflexive, so aarqi-j-uq means 'cured himself'."
+      ],
+      "assistant_completion": "The ending -it on Angunahukti marks 'your hunter'. aarqi is transitive 'cure', but there is no object; the problem's rule therefore gives a reflexive reading. Its -j-uq ending has a third-person subject.\n\n\\boxed{a.3: Your hunter cured himself.}"
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.4": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Ilinniaqtitsiji is the definite object 'the teacher'.",
+        "qukiq-t-ait is 'shot' with second-person subject and third-person definite object."
+      ],
+      "assistant_completion": "Ilinniaqtitsiji is the definite third-person object 'the teacher'. The consonant-final verb qukiq takes -t, and -ait marks a second-person subject acting on a third-person definite object.\n\n\\boxed{a.4: You shot the teacher.}"
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.5": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "qai means 'come'.",
+        "After the vowel-final root comes -j, and -utit marks second-person subject."
+      ],
+      "assistant_completion": "The intransitive root qai means 'come'. Because it ends in a vowel it takes -j, and the following -utit is the second-person subject ending. Thus Qaijutit means 'You came'.\n\n\\boxed{a.5: You came.}"
+    },
+    "iol-2008-individual-p5-sub-a-atomic-a.6": {
+      "source_problem_id": "2008-individual-5",
+      "facts": [
+        "Angunahukti-mik is the indefinite object 'a hunter'.",
+        "aarqi-si-j-utit is 'cure' in the indefinite-object construction with second-person subject."
+      ],
+      "assistant_completion": "The -mik ending makes Angunahukti an indefinite object, 'a hunter'. The verb aarqi uses the indefinite-object marker -si, then -j after the resulting vowel and -utit for a second-person subject.\n\n\\boxed{a.6: You cured a hunter.}"
+    }
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/v14_rule_rich_and_opd_audit.json

@@ -0,0 +1,180 @@
+{
+  "schema_version": "v14_rule_rich_and_opd_audit_v1",
+  "reviewed_at_utc": "2026-07-12T04:02:00Z",
+  "decision_rule": "A reasoning trace is accepted only if its final answer is exact and every supporting claim is true, grounded in the displayed problem or verified prior answers, and sufficient to derive the result. Answer-only and contradictory traces are rejected.",
+  "experiments": {
+    "matched_rule_rich_sft": {
+      "model": "Qwen/Qwen3-4B-Instruct-2507",
+      "data": "data/sft/ioling_rule_rich_traces_v3/train.jsonl",
+      "epochs": 2,
+      "learning_rate": 0.000005,
+      "report": "reports/sft_rule_rich_v3_e2_lr5e6_v14_val_pass8.json",
+      "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/ixfwun9l"
+    },
+    "rule_hinted_on_policy_distillation": {
+      "starting_adapter": "checkpoints/qwen3-4b-ioling-selected-v6-e2",
+      "raw_rollouts": "reports/sft_selected_v6_e2_v14_train_pass8.json",
+      "teacher_context": "manually checked source rules without the final answer",
+      "objective": "full-vocabulary forward KL on the first 128 raw student reasoning tokens; boxed-answer tokens excluded",
+      "records": 61,
+      "source_problems": 12,
+      "reasoning_tokens": 7808,
+      "optimizer_updates": 8,
+      "learning_rate": 0.0000005,
+      "validation_report": "reports/opd_rules_v1_v14_val_pass8.json",
+      "source_probe_report": "reports/opd_rules_v1_v14_train_one_per_source_pass8.json",
+      "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/m993n7f2",
+      "implementation_note": "This first pilot used sequence-summed KL followed by gradient clipping. Subsequent runs use mean per-token KL so loss scale does not depend on trace length."
+    },
+    "target_facts_on_policy_distillation": {
+      "starting_adapter": "checkpoints/qwen3-4b-ioling-selected-v6-e2",
+      "raw_rollouts": "reports/sft_selected_v6_e2_v14_train_pass8.json",
+      "teacher_context": "manually checked target-specific privileged facts without a boxed final answer; some facts are answer-derived",
+      "objective": "mean per-token full-vocabulary forward KL on at most 256 raw student reasoning tokens; boxed-answer tokens excluded",
+      "records": 14,
+      "source_problems": 4,
+      "reasoning_tokens": 3467,
+      "optimizer_updates": 4,
+      "learning_rate": 0.0000005,
+      "mean_forward_kl": 0.46686862089804243,
+      "validation_report": "reports/opd_target_facts_v2_v14_val_pass8.json",
+      "source_probe_report": "reports/opd_target_facts_v2_v14_train_one_per_source_pass8.json",
+      "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/9it72z9y",
+      "coverage_note": "The checked target-fact ledger has 38 records, but only 14 had a nontrivial raw reasoning prefix under the rollout filter. This is a diagnostic, not a full training run."
+    },
+    "checked_derivation_reference_dependence": {
+      "reference_report": "reports/opd_checked_derivation_reference_dependence_v2.json",
+      "records": 61,
+      "source_problems": 12,
+      "reasoning_tokens": 15499,
+      "conditions": "Compare the effect of adding the checked reference with the raw question against the effect of adding it to a neutral prompt.",
+      "probability_shift_cosine": 0.21307059679888968,
+      "reference_projection_on_full_shift": 0.3025029411014585,
+      "mean_question_conditioned_kl": 0.26097384061542,
+      "mean_reference_only_effect_kl": 0.6669720613354213,
+      "mean_sampled_token_logp_change": -0.22129928606526683,
+      "decision": "The question-conditioned update is not mostly reproduced by the reference-only effect, so reference subtraction is not used for the next pilot.",
+      "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/ud6vsyaq"
+    },
+    "checked_derivation_on_policy_distillation": {
+      "starting_adapter": "checkpoints/qwen3-4b-ioling-selected-v6-e2",
+      "raw_rollouts": "reports/sft_selected_v6_e2_v14_train_pass8.json",
+      "teacher_context": "all 61 eligible manually checked reference derivations, with boxed answers removed",
+      "manual_context_review": "Every privileged reference used in this run was read before launch. Many contain answer-derived target forms and are treated as privileged references, not evaluation hints.",
+      "objective": "mean per-token full-vocabulary forward KL on at most 256 raw student reasoning tokens; boxed-answer tokens excluded",
+      "records": 61,
+      "source_problems": 12,
+      "reasoning_tokens": 15499,
+      "optimizer_updates": 16,
+      "learning_rate": 0.0000005,
+      "mean_forward_kl": 0.25968009764786626,
+      "validation_report": "reports/opd_checked_derivation_v3_v14_val_pass8.json",
+      "source_probe_report": "reports/opd_checked_derivation_v3_v14_train_one_per_source_pass8.json",
+      "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/uxwjnc9l"
+    },
+    "checked_derivation_prefix_compatibility": {
+      "report": "reports/opd_checked_derivation_prefix_compatibility_v1.json",
+      "records": 61,
+      "source_problems": 12,
+      "tokens": 15499,
+      "top_k": 16,
+      "compatibility_threshold": 0.7,
+      "mean_top_k_overlap": 0.8693625330924988,
+      "low_compatibility_fraction": 0.09942577034235,
+      "sampled_token_teacher_top_k_rate": 0.993677020072937,
+      "effective_reliable_tokens": 15499,
+      "decision": "Prune-OPD-style weighting would retain every token and the privileged teacher accepts nearly every sampled student token in its top 16. Prefix drift is not the main failure; this same-model teacher is insufficiently corrective.",
+      "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/2srarr0l"
+    }
+  },
+  "summary": {
+    "rule_rich_validation_samples": 192,
+    "rule_rich_validation_exact_samples": 0,
+    "rule_rich_validation_visible_finals_reviewed": 181,
+    "rule_rich_validation_format_rate": 0.9427083333333334,
+    "rule_rich_validation_truncation_rate": 0.057291666666666664,
+    "opd_validation_samples": 192,
+    "opd_validation_exact_samples": 0,
+    "opd_validation_visible_finals_reviewed": 174,
+    "opd_validation_format_rate": 0.90625,
+    "opd_validation_truncation_rate": 0.09375,
+    "opd_source_probe_samples": 120,
+    "opd_source_probe_exact_samples": 6,
+    "opd_source_probe_exact_records": 2,
+    "target_facts_validation_samples": 192,
+    "target_facts_validation_exact_samples": 0,
+    "target_facts_validation_visible_finals_reviewed": 170,
+    "target_facts_validation_format_rate": 0.8854166666666666,
+    "target_facts_validation_truncation_rate": 0.11458333333333333,
+    "target_facts_source_probe_samples": 120,
+    "target_facts_source_probe_exact_samples": 4,
+    "target_facts_source_probe_exact_records": 2,
+    "checked_derivation_validation_samples": 192,
+    "checked_derivation_validation_exact_samples": 0,
+    "checked_derivation_validation_visible_finals_reviewed": 170,
+    "checked_derivation_validation_format_rate": 0.8854166666666666,
+    "checked_derivation_validation_truncation_rate": 0.11458333333333333,
+    "checked_derivation_source_probe_samples": 120,
+    "checked_derivation_source_probe_exact_samples": 8,
+    "checked_derivation_source_probe_exact_records": 2,
+    "accepted_reasoning_traces": 0,
+    "rejected_exact_reasoning_traces": 18,
+    "scorer_false_negatives_found": 0,
+    "accuracy_rl_gate": "closed",
+    "direct_opd_status": "tested_rule_target_facts_and_checked_derivations_without_gain",
+    "prefix_compatibility_status": "high_overlap_teacher_insufficiently_corrective"
+  },
+  "validation_review": {
+    "decision": "no_scorer_false_negatives_found",
+    "scope": "Every valid final box in all four validation reports was grouped by record and compared with all manually verified canonical answers and aliases. For the expanded OPD run, 137 outputs were identical to the already reviewed target-facts run; all 33 changed valid boxes were separately checked and were wrong.",
+    "findings": [
+      "Nahuatl and Arammba outputs used the wrong numeral components or values.",
+      "Kunuz Nubian outputs changed lexical roots, participant roles, number, or inflection.",
+      "Kilivila outputs changed predicates, noun classes, quantities, tense, or subject-object roles.",
+      "English near-misses such as 'How many women will look after this man?' omit 'old' and reverse the direction of looking after; they are correctly rejected."
+    ]
+  },
+  "opd_exact_review": [
+    {
+      "record_id": "iol-2016-individual-p5-sub-a-atomic-a.1",
+      "sample_indices": [5],
+      "decision": "reject",
+      "reason": "The Jaqaru output eventually reaches the correct translation but repeatedly proposes mutually inconsistent suffix analyses and false generalizations before restating the target."
+    },
+    {
+      "record_id": "iol-2018-individual-p2-sub-a-atomic-a.1",
+      "sample_indices": [0, 4, 5, 6, 7],
+      "decision": "reject",
+      "reason": "All five Hakhun outputs contain only the final answer and no derivation."
+    }
+  ],
+  "target_facts_exact_review": [
+    {
+      "record_id": "iol-2016-individual-p5-sub-a-atomic-a.1",
+      "sample_indices": [7],
+      "decision": "reject",
+      "reason": "The Jaqaru output reaches the correct translation only after a long contradictory analysis that repeatedly misidentifies the possessive, locative, and interrogative suffixes."
+    },
+    {
+      "record_id": "iol-2018-individual-p2-sub-a-atomic-a.1",
+      "sample_indices": [0, 5, 6],
+      "decision": "reject",
+      "reason": "All three Hakhun outputs contain only the final answer and no derivation."
+    }
+  ],
+  "checked_derivation_exact_review": [
+    {
+      "record_id": "iol-2016-individual-p5-sub-a-atomic-a.1",
+      "sample_indices": [0, 6, 7],
+      "decision": "reject",
+      "reason": "All three Jaqaru outputs reach the right translation after contradictory suffix analyses, false generalizations, or unsupported claims about the interrogative and locative markers."
+    },
+    {
+      "record_id": "iol-2018-individual-p2-sub-a-atomic-a.1",
+      "sample_indices": [0, 4, 5, 6, 7],
+      "decision": "reject",
+      "reason": "All five Hakhun outputs contain only the final answer and no derivation."
+    }
+  ],
+  "decision": "Direct on-policy distillation can provide a dense learning signal when strict rewards are all zero, so it is not blocked by the accuracy-RL gate. A corrected four-condition diagnostic showed that the checked-reference update depends strongly on the raw question, so reference subtraction was not warranted. Even so, expanding normalized forward-KL training to all 61 eligible raw trajectories, 12 sources, 15,499 tokens, and 16 optimizer updates produced zero held-out exact answers and no valid exact rationale. A later compatibility audit found 0.869 mean top-16 overlap and 99.4% acceptance of sampled student tokens by the privileged teacher; pruning would retain every token. Do not run another pass with this same-model teacher. Test a stronger tokenizer-compatible teacher on a small source-balanced prefix set before any further OPD training."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/v14_selected_sft_bootstrap_audit.json

@@ -0,0 +1,96 @@
+{
+  "schema_version": "v14_selected_sft_bootstrap_audit_v1",
+  "reviewed_at_utc": "2026-07-12T02:57:00Z",
+  "training": {
+    "model": "Qwen/Qwen3-4B-Instruct-2507",
+    "data": "data/sft/ioling_selected_student_traces_v6_expanded_clean/train.jsonl",
+    "rows": 123,
+    "epochs": 2,
+    "learning_rate": 0.000005,
+    "effective_batch_size": 8,
+    "max_length": 4096,
+    "lora_rank": 32,
+    "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/tsz84otq"
+  },
+  "reports": {
+    "fresh_base_validation": "reports/qwen3_4b_instruct_base_v14_val_pass8.json",
+    "selected_sft_validation": "reports/sft_selected_v6_e2_v14_val_pass8.json",
+    "selected_sft_train": "reports/sft_selected_v6_e2_v14_train_pass8.json",
+    "selected_sft_one_per_source": "reports/sft_selected_v6_e2_v14_train_one_per_source_pass8.json"
+  },
+  "decision_rule": "A reasoning trace is accepted only if the final answer is exact and every supporting claim is true, grounded in the displayed problem or verified prior answers, and sufficient to derive the result. An answer-only output is not an accepted reasoning trace.",
+  "summary": {
+    "fresh_base_validation_samples": 192,
+    "fresh_base_validation_exact_samples": 0,
+    "fresh_base_validation_visible_finals_reviewed": 79,
+    "selected_sft_validation_samples": 192,
+    "selected_sft_validation_exact_samples": 0,
+    "selected_sft_validation_visible_finals_reviewed": 175,
+    "selected_sft_train_samples": 984,
+    "selected_sft_train_exact_samples": 12,
+    "selected_sft_train_exact_records": 4,
+    "selected_sft_train_exact_sources": 4,
+    "selected_sft_one_per_source_samples": 120,
+    "selected_sft_one_per_source_exact_samples": 5,
+    "selected_sft_one_per_source_exact_records": 2,
+    "exact_reasoning_traces_reviewed": 17,
+    "accepted_reasoning_traces": 0,
+    "rejected_reasoning_traces": 17,
+    "rl_gate": "closed"
+  },
+  "validation_review": {
+    "decision": "no_scorer_false_negatives_found",
+    "scope": "Every visible final box from both fresh-base and selected-SFT validation runs was compared by record with the verified canonical answer and aliases.",
+    "findings": [
+      "Nahuatl and Arammba outputs were incomplete or arithmetically wrong numeral forms.",
+      "Kunuz Nubian outputs changed the verb, argument roles, number, or recipient.",
+      "Kilivila outputs changed the predicate, noun class, quantity, tense, or subject-object assignment.",
+      "The repeated 'How many women will look after this man?' candidate omits 'old' and reverses who looks after whom; it is correctly rejected."
+    ]
+  },
+  "full_train_exact_review": [
+    {
+      "record_id": "iol-2016-individual-p5-sub-a-atomic-a.2",
+      "source_problem_id": "2016-individual-5",
+      "sample_indices": [4, 6],
+      "decision": "reject",
+      "reason": "Both Jaqaru traces eventually identify his field plus too, but they invent forms, conflate case and question suffixes, and make false segmentations before reaching the exact box."
+    },
+    {
+      "record_id": "iol-2017-individual-p3-sub-a-atomic-a.2",
+      "source_problem_id": "2017-individual-3",
+      "sample_indices": [0, 1, 2, 3, 6, 7],
+      "decision": "reject",
+      "reason": "All six outputs contain only the final answer and no derivation."
+    },
+    {
+      "record_id": "iol-2018-individual-p2-sub-a-atomic-a.1",
+      "source_problem_id": "2018-individual-2",
+      "sample_indices": [1, 4, 5],
+      "decision": "reject",
+      "reason": "All three outputs contain only the final answer and no derivation."
+    },
+    {
+      "record_id": "iol-2018-individual-p3-sub-a-atomic-a.7",
+      "source_problem_id": "2018-individual-3",
+      "sample_indices": [6],
+      "decision": "reject",
+      "reason": "The Terena trace eventually applies nd to t and long-o fronting correctly, but it includes multiple false consonant and vowel comparisons and reverses several person-form pairs."
+    }
+  ],
+  "one_per_source_exact_review": [
+    {
+      "record_id": "iol-2016-individual-p5-sub-a-atomic-a.1",
+      "sample_indices": [2, 3],
+      "decision": "reject",
+      "reason": "The Jaqaru traces reach the right translation but misquote an example and repeatedly conflate possessive, locative, and interrogative suffixes."
+    },
+    {
+      "record_id": "iol-2018-individual-p2-sub-a-atomic-a.1",
+      "sample_indices": [0, 5, 6],
+      "decision": "reject",
+      "reason": "The outputs contain only the final answer and no derivation."
+    }
+  ],
+  "decision": "Two-epoch low-learning-rate SFT on concise manually written traces substantially improves formatting and termination, but it produces no held-out exact answer and no manually valid exact reasoning trace. Do not start accuracy-only RL or verifier-grounded online distillation from this checkpoint."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/v14_transfer_and_scaffold_trace_audit.json

@@ -0,0 +1,129 @@
+{
+  "schema_version": "v14_transfer_and_scaffold_trace_audit_v1",
+  "reviewed_at_utc": "2026-07-12T02:20:00Z",
+  "decision_rule": "Accept a generated trace only when its final answer is exact, every supporting claim is consistent with the displayed examples and checked rules, the target is derived rather than cited, and no privileged answer is used as evidence. A correct box does not rescue a false or unsupported derivation.",
+  "reports": {
+    "matched_validation": "reports/sft_rule_rich_v3_15sources_val_pass8.json",
+    "source_seen_probe": "reports/sft_rule_rich_v3_15sources_train_one_per_source_pass8.json",
+    "base_unseen_v14_sources": "reports/qwen3_4b_base_unseen_v14_sources_pass8.json",
+    "v2_unseen_v14_sources": "reports/sft_rule_rich_v2_unseen_v14_sources_pass8.json",
+    "manual_rules": "reports/answer_given_rationale/Qwen_Qwen3-4B-Instruct-2507__v14_exact_trace_repair_manual_rules_n8.json",
+    "manual_derivation": "reports/answer_given_rationale/Qwen_Qwen3-4B-Instruct-2507__v14_exact_trace_repair_manual_derivation_n8.json",
+    "hakhun_manual_derivation": "reports/answer_given_rationale/Qwen_Qwen3-4B-Instruct-2507__v14_hakhun_manual_derivation_n4.json"
+  },
+  "summary": {
+    "matched_validation_samples": 192,
+    "matched_validation_exact_samples": 0,
+    "matched_validation_visible_finals_reviewed": 159,
+    "source_seen_samples": 120,
+    "source_seen_exact_samples": 1,
+    "base_unseen_samples": 280,
+    "base_unseen_exact_samples": 7,
+    "v2_unseen_samples": 280,
+    "v2_unseen_exact_samples": 2,
+    "answer_conditioned_samples": 104,
+    "answer_conditioned_exact_samples": 104,
+    "raw_exact_traces_reviewed": 114,
+    "raw_traces_accepted": 0,
+    "raw_traces_rejected": 114,
+    "rl_gate": "closed"
+  },
+  "matched_validation_review": {
+    "decision": "no_scorer_false_negatives_found",
+    "scope": "Every non-empty visible final line was read and compared with its record. The closest Koryak, Kunuz Nubian, Nahuatl, Arammba, and Kilivila candidates were also checked against the accepted aliases.",
+    "notable_errors": [
+      {
+        "source_problem_id": "2015-individual-1",
+        "pattern": "invented or arithmetically inconsistent numeral compounds",
+        "decision": "incorrect"
+      },
+      {
+        "source_problem_id": "2016-individual-3",
+        "pattern": "wrong verb, argument, number, or recipient",
+        "decision": "incorrect"
+      },
+      {
+        "source_problem_id": "2021-individual-3",
+        "pattern": "How many women will look after this/that man?",
+        "decision": "incorrect: omits old and reverses who looks after whom"
+      }
+    ]
+  },
+  "source_seen_exact_review": [
+    {
+      "record_id": "iol-2016-individual-p5-sub-a-atomic-a.1",
+      "sample_index": 4,
+      "decision": "reject",
+      "reason": "The box is exact, but the preceding text is unrelated invented prose and contains no derivation from the Nen examples."
+    }
+  ],
+  "unseen_exact_review": {
+    "base_model": [
+      {
+        "record_id": "iol-2017-individual-p3-sub-a-atomic-a.2",
+        "sample_indices": [0, 1, 3],
+        "decision": "reject",
+        "reason": "All three reach the copied example translation while assigning false meanings or syntactic roles to Kimbundu forms."
+      },
+      {
+        "record_id": "iol-2017-individual-p3-sub-a-atomic-a.3",
+        "sample_indices": [5, 7],
+        "decision": "reject",
+        "reason": "The core first-person and dance analysis eventually appears, but each trace contains contradictory lexical guesses and unsupported claims."
+      },
+      {
+        "record_id": "iol-2018-individual-p2-sub-a-atomic-a.5",
+        "sample_indices": [7],
+        "decision": "reject",
+        "reason": "The final composition is right, but the trace first assigns incorrect person, tense, or agreement facts before correcting itself."
+      },
+      {
+        "record_id": "iol-2018-individual-p3-sub-a-atomic-a.5",
+        "sample_indices": [1],
+        "decision": "reject",
+        "reason": "The output guesses the right form while making false claims about acute versus circumflex vowels and consonant changes."
+      }
+    ],
+    "rule_rich_v2": [
+      {
+        "record_id": "iol-2018-individual-p2-sub-a-atomic-a.1",
+        "sample_indices": [0],
+        "decision": "reject",
+        "reason": "The rationale is invented grammatical jargon with no valid alignment to the Hakhun examples."
+      },
+      {
+        "record_id": "iol-2018-individual-p2-sub-b-atomic-b.2",
+        "sample_indices": [1],
+        "decision": "reject",
+        "reason": "The box is exact, but the trace misidentifies pronouns, predicate pieces, and the agreement complex."
+      }
+    ]
+  },
+  "answer_conditioned_review": [
+    {
+      "condition": "checked source rules plus known final answer",
+      "records": 4,
+      "samples": 32,
+      "exact_boxes": 32,
+      "accepted_raw_traces": 0,
+      "reason": "Every trace invented at least one lexical, example-alignment, person, tense, or sound-change claim."
+    },
+    {
+      "condition": "checked target derivation plus known final answer",
+      "records": 4,
+      "samples": 32,
+      "exact_boxes": 32,
+      "accepted_raw_traces": 0,
+      "reason": "Target-specific working reduced the errors, but all raw traces still contained a false contrast, malformed rule, or unsupported citation."
+    },
+    {
+      "condition": "checked target derivation on all Hakhun targets",
+      "records": 10,
+      "samples": 40,
+      "exact_boxes": 40,
+      "accepted_raw_traces": 0,
+      "reason": "The best traces were close, but each either misquoted an example, compared present with past markers incorrectly, or grounded a claim only in the target itself."
+    }
+  ],
+  "decision": "The v14 data and deterministic answer scorer are suitable for controlled exact-answer experiments, but these generated rationales are not suitable as automatic SFT labels. Continue training only from manually written or manually corrected completions. Do not start accuracy-only RL from the v3 checkpoint."
+}

benchmark/IOL/ioling_hf/data/manual_overrides/validation_composition_cards_v1.json

@@ -0,0 +1,130 @@
+{
+  "schema_version": "ioling_validation_composition_cards_v1",
+  "reviewed_at_utc": "2026-07-12",
+  "privilege_level": "answer-derived target decomposition without an assembled final answer",
+  "review_method": "Every component was manually transcribed from the rendered official English solution pages 2015:1-2, 2016:3-4, and 2021:2-3 and checked against the atomic prompt.",
+  "records": {
+    "iol-2015-individual-p1-sub-b-atomic-b.1": [
+      "Use the decomposition 42 = 2×20 + 2.",
+      "The 2 multiplier before a power of 20 is öm; 20 is pöhualli; standalone 2 is öme.",
+      "The additive linker is -oM- and M is m before m, p, or a vowel."
+    ],
+    "iol-2015-individual-p1-sub-b-atomic-b.2": [
+      "Use the decomposition 494 = 1×400 + 4×20 + 10 + 4.",
+      "The 1 multiplier is ceM, the 4 multiplier is näuh, 400 is tzontli, and 20 is pöhualli.",
+      "Standalone 10 is mahtlactli and standalone 4 is nähui.",
+      "Join additive parts with -oM-; M is m before m, p, or a vowel and n otherwise."
+    ],
+    "iol-2015-individual-p1-sub-c-atomic-c.1": [
+      "Use the decomposition 43 = 36 + 6 + 1.",
+      "In Arammba, 36 is fete, 6 is nimbo, and 1 is ngámbi.",
+      "An addition with a power of 6 places the higher-power expression before its remainder."
+    ],
+    "iol-2015-individual-p1-sub-c-atomic-c.2": [
+      "Use the decomposition 569 = 2×216 + 3×36 + 4×6 + 5.",
+      "In Arammba, 2 is yànparo, 3 is yenówe, 4 is asàr, 5 is tambaroy, 36 is fete, and 216 is tarumba.",
+      "A coefficient precedes a power word; multiplication by 6 is expressed by placing tàxwo after the coefficient.",
+      "Place each lower-power remainder after the higher-power expression."
+    ],
+    "iol-2016-individual-p3-sub-a-atomic-a.1": [
+      "Segment magasi as magas 'thief' plus plural, and it is the subject.",
+      "argi is the direct object 'us'.",
+      "Segment ajomirra as present a- + jom 'strike' + plural-object -ir + present -r + third-person-plural subject -a."
+    ],
+    "iol-2016-individual-p3-sub-a-atomic-a.2": [
+      "ay is the first-person-singular subject 'I'.",
+      "kanarriːg is the indirect object 'the neighbour', and baːbki is the direct object 'the door'.",
+      "Segment alletirsi as alle 'repair' + tir 'for a second/third person' + past -s + first-person-singular -i."
+    ],
+    "iol-2016-individual-p3-sub-a-atomic-a.3": [
+      "hanu is the singular subject 'the donkey'.",
+      "tirtiːg is tirt 'owner' plus plural and object case.",
+      "Segment elirsu as el 'find' + plural-object -ir + past -s + third-person-singular -u."
+    ],
+    "iol-2016-individual-p3-sub-a-atomic-a.4": [
+      "tirti is tirt 'owner' plus plural and is the subject.",
+      "argi is the indirect object 'us', and kamgi is the direct object 'the camel'.",
+      "Segment deːccirsa as deːn 'give to first person' + plural-indirect-object -ccir + past -s + third-person-plural -a."
+    ],
+    "iol-2016-individual-p3-sub-a-atomic-a.5": [
+      "ay is the first-person-singular subject 'I', and darbadki is the singular object 'the chicken'.",
+      "Segment bijaːndi as future bi- + jaːn 'buy' + future -r, which becomes d after n, + first-person-singular -i."
+    ],
+    "iol-2016-individual-p3-sub-b-atomic-b.1": [
+      "Use S–O′–O–V order.",
+      "kanarriː 'neighbour' takes plural -ːcci as the subject; tirt 'owner' takes object -ki; beyyeː 'necklace' takes object -ːg.",
+      "The present verb 'give to the owner' is a- + tir + present -r + third-person-plural -a."
+    ],
+    "iol-2016-individual-p3-sub-b-atomic-b.2": [
+      "Use S–O′–O–V order.",
+      "jahal is 'young man'; argi is the indirect object 'us'; wal 'dog' takes object -gi.",
+      "The past verb is jaːn 'buy' + deːn 'for first person' + plural-indirect-object -ccir + past -s + third-person-singular -u."
+    ],
+    "iol-2016-individual-p3-sub-b-atomic-b.3": [
+      "Use S–O–V order: ar is the subject 'we' and man 'he/him' takes object -gi.",
+      "The future verb is bi- + maːg 'steal' + future -r + first-person-plural -u."
+    ],
+    "iol-2016-individual-p3-sub-b-atomic-b.4": [
+      "Use S–O–V order.",
+      "tirt 'owner' takes plural -i as the subject; magas 'thief' takes plural -i followed by object -ːg.",
+      "The past verb is jom 'strike' + plural-object -ir + past -s + third-person-plural -a."
+    ],
+    "iol-2016-individual-p3-sub-b-atomic-b.5": [
+      "Use S–O′–O–V order.",
+      "wal 'dog' takes plural -i as subject; sarkaːy 'coward' takes object -gi; darbad 'chicken' takes plural -i plus object -ːg.",
+      "The past verb is el 'find' + tir 'for a second/third person' + past -s + third-person-plural -a."
+    ],
+    "iol-2021-individual-p3-sub-a-atomic-a.1": [
+      "Navila vivila is the queried object 'how many women'.",
+      "biyamata is bi- future plus yamata 'look after'.",
+      "tomwaya mtona is the subject 'this old man'; interrogative order is Q–V–X."
+    ],
+    "iol-2021-individual-p3-sub-a-atomic-a.2": [
+      "bikamkwamsi is bi- future + kamkwam 'eat' + plural-subject -si.",
+      "kweyu is kwe- thing class plus -yu 'two', so kweyu vivila is not one noun phrase.",
+      "vivila minasina is the subject 'these women'; ordinary order is V–O–S."
+    ],
+    "iol-2021-individual-p3-sub-a-atomic-a.3": [
+      "Amagudina gwadi is the interrogative phrase 'which child'.",
+      "lekota is le- past plus kota 'arrive'; use Q–V order."
+    ],
+    "iol-2021-individual-p3-sub-a-atomic-a.4": [
+      "Tevila tauwau is 'how many men'.",
+      "bigisesi is bi- future + gisi 'see' + plural-subject -si.",
+      "gugwadi gudigasisi is 'wild children'.",
+      "Both noun phrases are plural, so the morphology permits either one to be the subject; give both role assignments."
+    ],
+    "iol-2021-individual-p3-sub-a-atomic-a.5": [
+      "legisesi is le- past + gisi 'see' + plural-subject -si.",
+      "ketala waga is the object 'one canoe'.",
+      "vivila minasiwena is the subject 'those women'; ordinary order is V–O–S."
+    ],
+    "iol-2021-individual-p3-sub-b-atomic-b.1": [
+      "Use Q–V–X order.",
+      "'How many canoes' is ke-vila followed by waga.",
+      "'saw' with a plural subject is le- + gisi + -si; 'old women' is nunumwaya; 'those' agreeing with women is minasiwena."
+    ],
+    "iol-2021-individual-p3-sub-b-atomic-b.2": [
+      "Use V–O–S order.",
+      "'will look after' with a plural subject is bi- + yamata + -si.",
+      "The object components are gwadi 'child', magudina 'this' in the child class, and gudikabitam 'clever' in the child class.",
+      "The subject components are tevasi 'four' in the men class, dimdim 'white', and mtosina 'these men'."
+    ],
+    "iol-2021-individual-p3-sub-b-atomic-b.3": [
+      "Use Q–V–X order.",
+      "The queried subject is gudivila gugwadi 'how many children'.",
+      "'will eat' with a plural subject is bi- + kamkwam + -si; the remaining noun phrase is bunukwa minasina 'these pigs'."
+    ],
+    "iol-2021-individual-p3-sub-b-atomic-b.4": [
+      "Use Q–V–X order.",
+      "The queried subject is aminana vivila 'which woman'.",
+      "'caught' is le- + bani; the object components are yena 'fish', minasiwena 'those', and namanabweta 'beautiful' with animal-class agreement."
+    ],
+    "iol-2021-individual-p3-sub-b-atomic-b.5": [
+      "Use V–O–S order.",
+      "'saw' with a plural subject is le- + gisi + -si.",
+      "The object is tomwaya mtowena 'that old man'.",
+      "The subject components are nayu 'two' in the animal class, ka’ukwa 'dog', and nagasisi 'wild' with plural animal-class agreement."
+    ]
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/validation_microsteps_v1.json

@@ -0,0 +1,65 @@
+{
+  "schema_version": "ioling_validation_microsteps_v1",
+  "reviewed_at_utc": "2026-07-12",
+  "review_method": "Manually transcribed and checked against rendered official English solution pages.",
+  "sources": {
+    "2015-individual-1": {
+      "solution_pdf": "data/raw/pdfs/iol-2015-indiv-sol.en-gb.pdf",
+      "solution_pages_1_indexed": [1, 2],
+      "tasks": [
+        {"id": "nahuatl-base-20", "type": "lexical_mapping", "question": "What value does the Nahuatl numeral pöhualli represent?", "answer": "20"},
+        {"id": "nahuatl-base-400", "type": "lexical_mapping", "question": "What value does the Nahuatl numeral tzontli represent?", "answer": "400"},
+        {"id": "nahuatl-base-8000", "type": "lexical_mapping", "question": "What value does the Nahuatl numeral xiquipilli represent?", "answer": "8000"},
+        {"id": "nahuatl-multiplier-2", "type": "morpheme_mapping", "question": "Which Nahuatl multiplier form represents 2 before a power-of-20 numeral?", "answer": "öm"},
+        {"id": "nahuatl-linker-rule", "type": "allomorph_rule", "question": "In an additive Nahuatl numeral, when is the linker M realized as m rather than n?", "answer": "before m, p, or a vowel"},
+        {"id": "nahuatl-494-decomposition", "type": "target_decomposition", "question": "Decompose 494 into the powers and small addends used by the Nahuatl system.", "answer": "1×400+4×20+10+4"},
+        {"id": "arammba-base", "type": "system_rule", "question": "What is the multiplicative base of the Arammba numeral system in this problem?", "answer": "6"},
+        {"id": "arammba-unit-1", "type": "lexical_mapping", "question": "Which Arammba word represents 1?", "answer": "ngámbi"},
+        {"id": "arammba-power-36", "type": "lexical_mapping", "question": "Which Arammba word represents 6² = 36?", "answer": "fete"},
+        {"id": "arammba-power-216", "type": "lexical_mapping", "question": "Which Arammba word represents 6³ = 216?", "answer": "tarumba"},
+        {"id": "arammba-569-decomposition", "type": "target_decomposition", "question": "Decompose 569 into the base-6 powers and remainder terms used by the Arammba system.", "answer": "2×216+3×36+4×6+5"}
+      ]
+    },
+    "2016-individual-3": {
+      "solution_pdf": "data/raw/pdfs/iol-2016-indiv-sol.en.pdf",
+      "solution_pages_1_indexed": [3, 4],
+      "tasks": [
+        {"id": "kunuz-order", "type": "word_order", "question": "Write the Kunuz Nubian constituent order using S for subject, O' for indirect object, O for direct object, and V for predicate.", "answer": "S (O') O V"},
+        {"id": "kunuz-plural-after-consonant", "type": "allomorph_rule", "question": "Which plural suffix follows a consonant in the Kunuz Nubian data?", "answer": "-i"},
+        {"id": "kunuz-plural-after-vowel", "type": "allomorph_rule", "question": "Which plural suffix follows a vowel in the Kunuz Nubian data?", "answer": "-ːcci"},
+        {"id": "kunuz-object-case-after-vowel", "type": "allomorph_rule", "question": "Which indirect/direct-object case suffix follows a vowel?", "answer": "-ːg"},
+        {"id": "kunuz-object-case-after-sonorant", "type": "allomorph_rule", "question": "Which indirect/direct-object case suffix follows a sonorant consonant?", "answer": "-gi"},
+        {"id": "kunuz-object-case-after-obstruent", "type": "allomorph_rule", "question": "Which indirect/direct-object case suffix follows an obstruent consonant?", "answer": "-ki"},
+        {"id": "kunuz-present-prefix", "type": "morpheme_mapping", "question": "Which Kunuz Nubian verb prefix marks present tense?", "answer": "a-"},
+        {"id": "kunuz-future-prefix", "type": "morpheme_mapping", "question": "Which Kunuz Nubian verb prefix marks future tense?", "answer": "bi-"},
+        {"id": "kunuz-benefactive-first", "type": "morpheme_mapping", "question": "Which verbal element means 'for/to somebody' when that person is first person?", "answer": "deːn"},
+        {"id": "kunuz-benefactive-nonfirst", "type": "morpheme_mapping", "question": "Which verbal element means 'for/to somebody' when that person is second or third person?", "answer": "tir"},
+        {"id": "kunuz-past-suffix", "type": "morpheme_mapping", "question": "Which Kunuz Nubian suffix marks past tense after the object-agreement slot?", "answer": "-s"},
+        {"id": "kunuz-third-plural-subject", "type": "morpheme_mapping", "question": "Which final verb suffix marks a third-person plural subject?", "answer": "-a"}
+      ]
+    },
+    "2021-individual-3": {
+      "solution_pdf": "data/raw/pdfs/iol-2021-indiv-sol.en.pdf",
+      "solution_pages_1_indexed": [2, 3],
+      "tasks": [
+        {"id": "kilivila-clause-order", "type": "word_order", "question": "Write the ordinary Kilivila clause order using V for verb, O for optional object, and S for subject.", "answer": "V (O) S", "aliases": ["VOS"]},
+        {"id": "kilivila-question-order", "type": "word_order", "question": "Write the Kilivila interrogative order using Q for interrogative element, V for verb, and X for the remaining constituent.", "answer": "Q V X", "aliases": ["QVX"]},
+        {"id": "kilivila-noun-phrase-order", "type": "word_order", "question": "After an optional 'which' or quantity element, what is the order of noun, optional demonstrative, and optional adjective? Use N, D, and A.", "answer": "N (D) (A)", "aliases": ["NDA"]},
+        {"id": "kilivila-past", "type": "morpheme_mapping", "question": "Which Kilivila verb prefix marks past tense?", "answer": "le-"},
+        {"id": "kilivila-future", "type": "morpheme_mapping", "question": "Which Kilivila verb prefix marks future tense?", "answer": "bi-"},
+        {"id": "kilivila-plural-subject", "type": "morpheme_mapping", "question": "Which Kilivila verb suffix marks a plural subject?", "answer": "-si"},
+        {"id": "kilivila-man-plural", "type": "lexical_mapping", "question": "What is the plural of Kilivila tau 'man'?", "answer": "tauwau"},
+        {"id": "kilivila-child-plural", "type": "lexical_mapping", "question": "What is the plural of Kilivila gwadi 'child'?", "answer": "gugwadi"},
+        {"id": "kilivila-old-woman-plural", "type": "lexical_mapping", "question": "What is the plural of Kilivila namwaya 'old woman'?", "answer": "nunumwaya", "aliases": ["namwaya becomes nunumwaya"]},
+        {"id": "kilivila-men-class", "type": "class_mapping", "question": "Which class prefixes mark men, using the quantity form first and the other agreement form second?", "answer": "te-, to-"},
+        {"id": "kilivila-women-animal-class", "type": "class_mapping", "question": "Which class prefix marks women and animals?", "answer": "na-"},
+        {"id": "kilivila-children-class", "type": "class_mapping", "question": "Which class prefix marks children?", "answer": "gudi-"},
+        {"id": "kilivila-canoe-class", "type": "class_mapping", "question": "Which class prefix marks canoes?", "answer": "ke-"},
+        {"id": "kilivila-things-class", "type": "class_mapping", "question": "Which class prefix marks things such as stones?", "answer": "kwe-"},
+        {"id": "kilivila-how-many", "type": "quantity_rule", "question": "How is 'how many' formed from a Kilivila class prefix Cl?", "answer": "Cl-vila"},
+        {"id": "kilivila-two", "type": "quantity_rule", "question": "How is the quantity 2 formed from a Kilivila class prefix Cl?", "answer": "Cl-yu"},
+        {"id": "kilivila-four", "type": "quantity_rule", "question": "How is the quantity 4 formed from a Kilivila class prefix Cl?", "answer": "Cl-vasi"}
+      ]
+    }
+  }
+}

benchmark/IOL/ioling_hf/data/manual_overrides/verified_distillation_v1_audit.json

@@ -0,0 +1,79 @@
+{
+  "schema_version": "ioling_verified_distillation_audit_v1",
+  "created_at_utc": "2026-07-17",
+  "training_set": {
+    "path": "data/sft/ioling_verified_distillation_v1/train.jsonl",
+    "records": 32,
+    "sources": 14,
+    "raw_training_prompts": 32,
+    "prompts_containing_privileged_scaffold": 0,
+    "student_samples_with_checked_facts": 12,
+    "answer_exposed_student_reconstructions": 10,
+    "manually_written_from_checked_cards": 10,
+    "all_completions_manually_reviewed": true,
+    "all_completions_score_exact": true
+  },
+  "trace_discovery": {
+    "guided_report": "reports/composition_guided_train_v1_balanced_pass8.json",
+    "guided_outputs": 256,
+    "guided_exact_outputs": 44,
+    "guided_exact_outputs_manually_reviewed": 44,
+    "guided_reasoning_accepted": 18,
+    "guided_records_selected": 12,
+    "answer_reconstruction_v1_report": "reports/composition_answer_reconstruction_v1_balanced_pass2.json",
+    "answer_reconstruction_v1_outputs_reviewed": 40,
+    "answer_reconstruction_v1_reasoning_accepted": 5,
+    "answer_reconstruction_v1_records_selected": 5,
+    "answer_reconstruction_v2_report": "reports/composition_answer_reconstruction_v2_balanced_pass2.json",
+    "answer_reconstruction_v2_outputs_reviewed": 30,
+    "answer_reconstruction_v2_reasoning_accepted": 7,
+    "answer_reconstruction_v2_records_selected": 5,
+    "selection_policy": "At most one sampled trace per record; exact matching alone never qualifies a trace. Ten uncovered records received manually written concise derivations."
+  },
+  "training": {
+    "starting_checkpoint": "checkpoints/qwen3-4b-ioling-microsteps-balanced-v2-e5-merged",
+    "output_adapter": "checkpoints/qwen3-4b-ioling-balanced-verified-distill-v1",
+    "epochs": 2,
+    "optimizer_steps": 8,
+    "learning_rate": 0.000005,
+    "effective_batch_size": 8,
+    "max_length": 2048,
+    "lora_rank": 16,
+    "lora_alpha": 32,
+    "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/ivtcm5j7"
+  },
+  "raw_validation": {
+    "report": "reports/verified_distill_v1_v14_val_pass8.json",
+    "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/c76b0jwu",
+    "records": 24,
+    "samples": 192,
+    "exact_samples": 0,
+    "records_pass_at_8": 0,
+    "valid_final_boxes": 185,
+    "invalid_or_absent_final_boxes": 7,
+    "truncated_outputs": 5,
+    "all_outputs_manually_reviewed": 192,
+    "alternate_format_false_negatives": 0
+  },
+  "microstep_validation": {
+    "report": "reports/microsteps/qwen3_4b_verified_distill_v1_validation_pass8.json",
+    "wandb_run": "https://wandb.ai/alexgurung/ioling-research/runs/dg8i5dlc",
+    "samples": 320,
+    "correct_samples": 47,
+    "tasks_pass_at_8": 13,
+    "scorer_positive_outputs_manually_reviewed": 47,
+    "true_positive_outputs": 47,
+    "false_positive_outputs": 0,
+    "baseline_correct_samples": 47,
+    "baseline_tasks_pass_at_8": 14,
+    "newly_passed_tasks": [],
+    "lost_tasks": [
+      "arammba-power-36"
+    ],
+    "sample_count_changes": {
+      "arammba-power-36": -1,
+      "kilivila-man-plural": 1
+    }
+  },
+  "decision": "Do not replace the balanced microstep checkpoint and do not add more epochs. Verified guided continuations can be elicited, but this 32-record raw-prompt continuation SFT did not transfer to source-disjoint complete solutions or expand microstep task coverage."
+}

benchmark/IOL/ioling_hf/evals/results/Qwen__Qwen3-4B-Instruct-2507.scores.jsonl

@@ -0,0 +1,3 @@
+{"record_id": "iol-2006-individual-p1", "score": 0.0, "max_score": 9.0, "score_fraction": 0.0, "verdict": "incorrect", "matched_units": [], "missed_units": ["assignment_1.1", "assignment_1.2", "assignment_1.3", "assignment_1.4", "assignment_2.1", "assignment_3.1", "assignment_3.2", "assignment_3.3", "assignment_3.4"], "unit_results": [{"unit_id": "assignment_1.1", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 90.0, "full_output_similarity": 90.0}, {"unit_id": "assignment_1.2", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 81.818, "full_output_similarity": 81.818}, {"unit_id": "assignment_1.3", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 56.818, "full_output_similarity": 56.818}, {"unit_id": "assignment_1.4", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 85.714, "full_output_similarity": 85.714}, {"unit_id": "assignment_2.1", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 61.111, "full_output_similarity": 61.111}, {"unit_id": "assignment_3.1", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 65.116, "full_output_similarity": 65.116}, {"unit_id": "assignment_3.2", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 79.167, "full_output_similarity": 79.167}, {"unit_id": "assignment_3.3", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 84.615, "full_output_similarity": 84.615}, {"unit_id": "assignment_3.4", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 72.727, "full_output_similarity": 72.727}], "method": "normalized_final_answer_unit_fuzzy_v3", "scoring_scope": "final_answer_only", "scorer_thresholds": {"final_partial_ratio": 92, "full_output_partial_ratio": null}, "needs_human_review": true, "model": "Qwen/Qwen3-4B-Instruct-2507"}
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benchmark/IOL/ioling_hf/evals/results/Qwen__Qwen3-4B-Instruct-2507__diverse5.scores.jsonl

@@ -0,0 +1,5 @@
+{"record_id": "iol-2006-individual-p1-sub-assignment_1", "score": 1.0, "max_score": 4.0, "score_fraction": 0.25, "verdict": "partial", "matched_units": ["assignment_1.1"], "missed_units": ["assignment_1.2", "assignment_1.3", "assignment_1.4"], "unit_results": [{"unit_id": "assignment_1.1", "points": 1.0, "matched": true, "match_type": "fuzzy_final_partial_ratio", "final_similarity": 92.5, "full_output_similarity": 92.5}, {"unit_id": "assignment_1.2", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 72.727, "full_output_similarity": 72.727}, {"unit_id": "assignment_1.3", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 56.818, "full_output_similarity": 56.818}, {"unit_id": "assignment_1.4", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 85.714, "full_output_similarity": 85.714}], "method": "normalized_final_answer_unit_fuzzy_v3", "scoring_scope": "final_answer_only", "scorer_thresholds": {"final_partial_ratio": 92, "full_output_partial_ratio": null}, "needs_human_review": true, "model": "Qwen/Qwen3-4B-Instruct-2507"}
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benchmark/IOL/ioling_hf/evals/results/Qwen__Qwen3-4B-Instruct-2507__strict30.scores.jsonl

@@ -0,0 +1,30 @@
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benchmark/IOL/ioling_hf/evals/results/Qwen__Qwen3-4B-Thinking-2507__diverse5.scores.jsonl

@@ -0,0 +1,5 @@
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benchmark/IOL/ioling_hf/evals/results/Qwen__Qwen3-4B-Thinking-2507__strict30.scores.jsonl

@@ -0,0 +1,30 @@
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benchmark/IOL/ioling_hf/evals/results/microsoft__Phi-4-mini-instruct__strict30.scores.jsonl

@@ -0,0 +1,30 @@
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benchmark/IOL/ioling_hf/evals/results/mistralai__Mistral-7B-Instruct-v0.3__diverse5.scores.jsonl

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benchmark/IOL/ioling_hf/evals/results/mistralai__Mistral-7B-Instruct-v0.3__strict30.scores.jsonl

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+{"record_id": "iol-2023-individual-p3", "score": 0.0, "max_score": 13.0, "score_fraction": 0.0, "verdict": "incorrect", "matched_units": [], "missed_units": ["full.1", "full.2", "full.3", "full.4", "full.5", "full.6", "full.7", "full.8", "full.9", "full.10", "full.11", "full.12", "full.13"], "unit_results": [{"unit_id": "full.1", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 37.5, "full_output_similarity": 37.5}, {"unit_id": "full.2", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 48.387, "full_output_similarity": 48.387}, {"unit_id": "full.3", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 37.037, "full_output_similarity": 37.037}, {"unit_id": "full.4", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 69.231, "full_output_similarity": 69.231}, {"unit_id": "full.5", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 40.0, "full_output_similarity": 40.0}, {"unit_id": "full.6", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 62.963, "full_output_similarity": 62.963}, {"unit_id": "full.7", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 68.75, "full_output_similarity": 68.75}, {"unit_id": "full.8", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 50.0, "full_output_similarity": 50.0}, {"unit_id": "full.9", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 48.98, "full_output_similarity": 48.98}, {"unit_id": "full.10", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 70.588, "full_output_similarity": 70.588}, {"unit_id": "full.11", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 67.647, "full_output_similarity": 67.647}, {"unit_id": "full.12", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 75.676, "full_output_similarity": 75.676}, {"unit_id": "full.13", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 77.083, "full_output_similarity": 77.083}], "method": "normalized_final_answer_unit_fuzzy_v3", "scoring_scope": "final_answer_only", "scorer_thresholds": {"final_partial_ratio": 92, "full_output_partial_ratio": null}, "needs_human_review": true, "model": "mistralai/Mistral-7B-Instruct-v0.3"}
+{"record_id": "iol-2024-individual-p1", "score": 0.0, "max_score": 17.0, "score_fraction": 0.0, "verdict": "incorrect", "matched_units": [], "missed_units": ["full.1", "full.2", "full.3", "full.4", "full.5", "full.6", "full.7", "full.8", "full.9", "full.10", "full.11", "full.12", "full.13", "full.14", "full.15", "full.16", "full.17"], "unit_results": [{"unit_id": "full.1", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 45.161, "full_output_similarity": 45.161}, {"unit_id": "full.2", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 43.75, "full_output_similarity": 43.75}, {"unit_id": "full.3", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 47.5, "full_output_similarity": 47.5}, {"unit_id": "full.4", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 46.667, "full_output_similarity": 46.667}, {"unit_id": "full.5", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 66.667, "full_output_similarity": 66.667}, {"unit_id": "full.6", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 46.429, "full_output_similarity": 46.429}, {"unit_id": "full.7", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 51.515, "full_output_similarity": 51.515}, {"unit_id": "full.8", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 43.75, "full_output_similarity": 43.75}, {"unit_id": "full.9", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 46.053, "full_output_similarity": 46.053}, {"unit_id": "full.10", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 56.25, "full_output_similarity": 56.25}, {"unit_id": "full.11", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 59.259, "full_output_similarity": 59.259}, {"unit_id": "full.12", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 62.162, "full_output_similarity": 62.162}, {"unit_id": "full.13", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 60.0, "full_output_similarity": 60.0}, {"unit_id": "full.14", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 68.0, "full_output_similarity": 68.0}, {"unit_id": "full.15", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 58.065, "full_output_similarity": 58.065}, {"unit_id": "full.16", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 64.516, "full_output_similarity": 64.516}, {"unit_id": "full.17", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 70.833, "full_output_similarity": 70.833}], "method": "normalized_final_answer_unit_fuzzy_v3", "scoring_scope": "final_answer_only", "scorer_thresholds": {"final_partial_ratio": 92, "full_output_partial_ratio": null}, "needs_human_review": true, "model": "mistralai/Mistral-7B-Instruct-v0.3"}
+{"record_id": "iol-2024-individual-p4-sub-a", "score": 0.0, "max_score": 19.0, "score_fraction": 0.0, "verdict": "incorrect", "matched_units": [], "missed_units": ["a.1", "a.2", "a.3", "a.4", "a.5", "a.6", "a.7", "a.8", "a.9", "a.10", "a.11", "a.12", "a.13", "a.14", "a.15", "a.16", "a.17", "a.18", "a.19"], "unit_results": [{"unit_id": "a.1", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 45.455, "full_output_similarity": 48.485}, {"unit_id": "a.2", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 46.154, "full_output_similarity": 52.941}, {"unit_id": "a.3", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 42.593, "full_output_similarity": 51.852}, {"unit_id": "a.4", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 48.387, "full_output_similarity": 56.098}, {"unit_id": "a.5", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 36.765, "full_output_similarity": 48.529}, {"unit_id": "a.6", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 45.455, "full_output_similarity": 51.515}, {"unit_id": "a.7", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 40.0, "full_output_similarity": 63.636}, {"unit_id": "a.8", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 40.625, "full_output_similarity": 46.875}, {"unit_id": "a.9", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 41.304, "full_output_similarity": 54.348}, {"unit_id": "a.10", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 48.649, "full_output_similarity": 48.649}, {"unit_id": "a.11", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 45.455, "full_output_similarity": 48.485}, {"unit_id": "a.12", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 42.857, "full_output_similarity": 52.381}, {"unit_id": "a.13", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 52.778, "full_output_similarity": 55.556}, {"unit_id": "a.14", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 51.351, "full_output_similarity": 54.054}, {"unit_id": "a.15", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 59.459, "full_output_similarity": 59.459}, {"unit_id": "a.16", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 60.417, "full_output_similarity": 61.818}, {"unit_id": "a.17", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 53.704, "full_output_similarity": 61.111}, {"unit_id": "a.18", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 69.565, "full_output_similarity": 68.966}, {"unit_id": "a.19", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 51.282, "full_output_similarity": 53.846}], "method": "normalized_final_answer_unit_fuzzy_v3", "scoring_scope": "final_answer_only", "scorer_thresholds": {"final_partial_ratio": 92, "full_output_partial_ratio": null}, "needs_human_review": true, "model": "mistralai/Mistral-7B-Instruct-v0.3"}
+{"record_id": "iol-2025-individual-p2-sub-a", "score": 0.0, "max_score": 1.0, "score_fraction": 0.0, "verdict": "incorrect", "matched_units": [], "missed_units": ["a.1"], "unit_results": [{"unit_id": "a.1", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 34.043, "full_output_similarity": 34.043}], "method": "normalized_final_answer_unit_fuzzy_v3", "scoring_scope": "final_answer_only", "scorer_thresholds": {"final_partial_ratio": 92, "full_output_partial_ratio": null}, "needs_human_review": true, "model": "mistralai/Mistral-7B-Instruct-v0.3"}
+{"record_id": "iol-2025-team-p1-sub-a", "score": 0.0, "max_score": 1.0, "score_fraction": 0.0, "verdict": "incorrect", "matched_units": [], "missed_units": ["a.1"], "unit_results": [{"unit_id": "a.1", "points": 1.0, "matched": false, "match_type": "none", "final_similarity": 34.524, "full_output_similarity": 34.524}], "method": "normalized_final_answer_unit_fuzzy_v3", "scoring_scope": "final_answer_only", "scorer_thresholds": {"final_partial_ratio": 92, "full_output_partial_ratio": null}, "needs_human_review": true, "model": "mistralai/Mistral-7B-Instruct-v0.3"}

benchmark/IOL/ioling_hf/evals/results/model_attempts.jsonl

@@ -0,0 +1,2 @@
+{"run":"Qwen__Qwen3-30B-A3B-Instruct-2507__diverse2","model":"Qwen/Qwen3-30B-A3B-Instruct-2507","status":"interrupted_during_startup","records_requested":2,"max_tokens":8192,"max_model_len":16384,"engine_args":"model,max_model_len only","notes":"Loaded the 56.87 GiB checkpoint and completed torch.compile, then remained in vLLM profile_run while FlashInfer CUTLASS MoE kernels were built during startup; interrupted after several quiet minutes with no generations written."}
+{"run":"ibm-granite__granite-3.3-8b-instruct__diverse5","model":"ibm-granite/granite-3.3-8b-instruct","status":"interrupted_during_startup","records_requested":5,"max_tokens":8192,"max_model_len":16384,"engine_args":"model,max_model_len only","notes":"vLLM accepted GraniteForCausalLM and allocated about 16.8 GiB on the H200, then remained in engine initialization for several quiet minutes with no score file or generations written; interrupted cleanly."}

benchmark/NYU_CTF_Bench/test/2019/CSAW-Quals/crypto/brillouin/lib/python2.7/site-packages/_pytest/__init__.py

@@ -0,0 +1,9 @@
+# -*- coding: utf-8 -*-
+__all__ = ["__version__"]
+
+try:
+    from ._version import version as __version__
+except ImportError:
+    # broken installation, we don't even try
+    # unknown only works because we do poor mans version compare
+    __version__ = "unknown"

benchmark/NYU_CTF_Bench/test/2019/CSAW-Quals/crypto/brillouin/lib/python2.7/site-packages/_pytest/_argcomplete.py

@@ -0,0 +1,110 @@
+# -*- coding: utf-8 -*-
+"""allow bash-completion for argparse with argcomplete if installed
+needs argcomplete>=0.5.6 for python 3.2/3.3 (older versions fail
+to find the magic string, so _ARGCOMPLETE env. var is never set, and
+this does not need special code.
+
+Function try_argcomplete(parser) should be called directly before
+the call to ArgumentParser.parse_args().
+
+The filescompleter is what you normally would use on the positional
+arguments specification, in order to get "dirname/" after "dirn<TAB>"
+instead of the default "dirname ":
+
+   optparser.add_argument(Config._file_or_dir, nargs='*'
+                               ).completer=filescompleter
+
+Other, application specific, completers should go in the file
+doing the add_argument calls as they need to be specified as .completer
+attributes as well. (If argcomplete is not installed, the function the
+attribute points to will not be used).
+
+SPEEDUP
+=======
+The generic argcomplete script for bash-completion
+(/etc/bash_completion.d/python-argcomplete.sh )
+uses a python program to determine startup script generated by pip.
+You can speed up completion somewhat by changing this script to include
+  # PYTHON_ARGCOMPLETE_OK
+so the the python-argcomplete-check-easy-install-script does not
+need to be called to find the entry point of the code and see if that is
+marked  with PYTHON_ARGCOMPLETE_OK
+
+INSTALL/DEBUGGING
+=================
+To include this support in another application that has setup.py generated
+scripts:
+- add the line:
+    # PYTHON_ARGCOMPLETE_OK
+  near the top of the main python entry point
+- include in the file calling parse_args():
+    from _argcomplete import try_argcomplete, filescompleter
+   , call try_argcomplete just before parse_args(), and optionally add
+   filescompleter to the positional arguments' add_argument()
+If things do not work right away:
+- switch on argcomplete debugging with (also helpful when doing custom
+  completers):
+    export _ARC_DEBUG=1
+- run:
+    python-argcomplete-check-easy-install-script $(which appname)
+    echo $?
+  will echo 0 if the magic line has been found, 1 if not
+- sometimes it helps to find early on errors using:
+    _ARGCOMPLETE=1 _ARC_DEBUG=1 appname
+  which should throw a KeyError: 'COMPLINE' (which is properly set by the
+  global argcomplete script).
+"""
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
+import os
+import sys
+from glob import glob
+
+
+class FastFilesCompleter(object):
+    "Fast file completer class"
+
+    def __init__(self, directories=True):
+        self.directories = directories
+
+    def __call__(self, prefix, **kwargs):
+        """only called on non option completions"""
+        if os.path.sep in prefix[1:]:
+            prefix_dir = len(os.path.dirname(prefix) + os.path.sep)
+        else:
+            prefix_dir = 0
+        completion = []
+        globbed = []
+        if "*" not in prefix and "?" not in prefix:
+            # we are on unix, otherwise no bash
+            if not prefix or prefix[-1] == os.path.sep:
+                globbed.extend(glob(prefix + ".*"))
+            prefix += "*"
+        globbed.extend(glob(prefix))
+        for x in sorted(globbed):
+            if os.path.isdir(x):
+                x += "/"
+            # append stripping the prefix (like bash, not like compgen)
+            completion.append(x[prefix_dir:])
+        return completion
+
+
+if os.environ.get("_ARGCOMPLETE"):
+    try:
+        import argcomplete.completers
+    except ImportError:
+        sys.exit(-1)
+    filescompleter = FastFilesCompleter()
+
+    def try_argcomplete(parser):
+        argcomplete.autocomplete(parser, always_complete_options=False)
+
+
+else:
+
+    def try_argcomplete(parser):
+        pass
+
+    filescompleter = None

benchmark/NYU_CTF_Bench/test/2019/CSAW-Quals/crypto/brillouin/lib/python2.7/site-packages/_pytest/_code/_py2traceback.py

@@ -0,0 +1,95 @@
+# -*- coding: utf-8 -*-
+# copied from python-2.7.3's traceback.py
+# CHANGES:
+# - some_str is replaced, trying to create unicode strings
+#
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+from __future__ import unicode_literals
+
+import types
+
+from six import text_type
+
+
+def format_exception_only(etype, value):
+    """Format the exception part of a traceback.
+
+    The arguments are the exception type and value such as given by
+    sys.last_type and sys.last_value. The return value is a list of
+    strings, each ending in a newline.
+
+    Normally, the list contains a single string; however, for
+    SyntaxError exceptions, it contains several lines that (when
+    printed) display detailed information about where the syntax
+    error occurred.
+
+    The message indicating which exception occurred is always the last
+    string in the list.
+
+    """
+
+    # An instance should not have a meaningful value parameter, but
+    # sometimes does, particularly for string exceptions, such as
+    # >>> raise string1, string2  # deprecated
+    #
+    # Clear these out first because issubtype(string1, SyntaxError)
+    # would throw another exception and mask the original problem.
+    if (
+        isinstance(etype, BaseException)
+        or isinstance(etype, types.InstanceType)
+        or etype is None
+        or type(etype) is str
+    ):
+        return [_format_final_exc_line(etype, value)]
+
+    stype = etype.__name__
+
+    if not issubclass(etype, SyntaxError):
+        return [_format_final_exc_line(stype, value)]
+
+    # It was a syntax error; show exactly where the problem was found.
+    lines = []
+    try:
+        msg, (filename, lineno, offset, badline) = value.args
+    except Exception:
+        pass
+    else:
+        filename = filename or "<string>"
+        lines.append('  File "{}", line {}\n'.format(filename, lineno))
+        if badline is not None:
+            if isinstance(badline, bytes):  # python 2 only
+                badline = badline.decode("utf-8", "replace")
+            lines.append("    {}\n".format(badline.strip()))
+            if offset is not None:
+                caretspace = badline.rstrip("\n")[:offset].lstrip()
+                # non-space whitespace (likes tabs) must be kept for alignment
+                caretspace = ((c.isspace() and c or " ") for c in caretspace)
+                # only three spaces to account for offset1 == pos 0
+                lines.append("   {}^\n".format("".join(caretspace)))
+        value = msg
+
+    lines.append(_format_final_exc_line(stype, value))
+    return lines
+
+
+def _format_final_exc_line(etype, value):
+    """Return a list of a single line -- normal case for format_exception_only"""
+    valuestr = _some_str(value)
+    if value is None or not valuestr:
+        line = "{}\n".format(etype)
+    else:
+        line = "{}: {}\n".format(etype, valuestr)
+    return line
+
+
+def _some_str(value):
+    try:
+        return text_type(value)
+    except Exception:
+        try:
+            return bytes(value).decode("UTF-8", "replace")
+        except Exception:
+            pass
+    return "<unprintable {} object>".format(type(value).__name__)

benchmark/NYU_CTF_Bench/test/2019/CSAW-Quals/crypto/brillouin/lib/python2.7/site-packages/_pytest/_code/code.py

@@ -0,0 +1,1093 @@
+# -*- coding: utf-8 -*-
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
+import inspect
+import re
+import sys
+import traceback
+from inspect import CO_VARARGS
+from inspect import CO_VARKEYWORDS
+from weakref import ref
+
+import attr
+import pluggy
+import py
+from six import text_type
+
+import _pytest
+from _pytest._io.saferepr import safeformat
+from _pytest._io.saferepr import saferepr
+from _pytest.compat import _PY2
+from _pytest.compat import _PY3
+from _pytest.compat import PY35
+from _pytest.compat import safe_str
+
+if _PY3:
+    from traceback import format_exception_only
+else:
+    from ._py2traceback import format_exception_only
+
+
+class Code(object):
+    """ wrapper around Python code objects """
+
+    def __init__(self, rawcode):
+        if not hasattr(rawcode, "co_filename"):
+            rawcode = getrawcode(rawcode)
+        try:
+            self.filename = rawcode.co_filename
+            self.firstlineno = rawcode.co_firstlineno - 1
+            self.name = rawcode.co_name
+        except AttributeError:
+            raise TypeError("not a code object: %r" % (rawcode,))
+        self.raw = rawcode
+
+    def __eq__(self, other):
+        return self.raw == other.raw
+
+    __hash__ = None
+
+    def __ne__(self, other):
+        return not self == other
+
+    @property
+    def path(self):
+        """ return a path object pointing to source code (note that it
+        might not point to an actually existing file). """
+        try:
+            p = py.path.local(self.raw.co_filename)
+            # maybe don't try this checking
+            if not p.check():
+                raise OSError("py.path check failed.")
+        except OSError:
+            # XXX maybe try harder like the weird logic
+            # in the standard lib [linecache.updatecache] does?
+            p = self.raw.co_filename
+
+        return p
+
+    @property
+    def fullsource(self):
+        """ return a _pytest._code.Source object for the full source file of the code
+        """
+        from _pytest._code import source
+
+        full, _ = source.findsource(self.raw)
+        return full
+
+    def source(self):
+        """ return a _pytest._code.Source object for the code object's source only
+        """
+        # return source only for that part of code
+        import _pytest._code
+
+        return _pytest._code.Source(self.raw)
+
+    def getargs(self, var=False):
+        """ return a tuple with the argument names for the code object
+
+            if 'var' is set True also return the names of the variable and
+            keyword arguments when present
+        """
+        # handfull shortcut for getting args
+        raw = self.raw
+        argcount = raw.co_argcount
+        if var:
+            argcount += raw.co_flags & CO_VARARGS
+            argcount += raw.co_flags & CO_VARKEYWORDS
+        return raw.co_varnames[:argcount]
+
+
+class Frame(object):
+    """Wrapper around a Python frame holding f_locals and f_globals
+    in which expressions can be evaluated."""
+
+    def __init__(self, frame):
+        self.lineno = frame.f_lineno - 1
+        self.f_globals = frame.f_globals
+        self.f_locals = frame.f_locals
+        self.raw = frame
+        self.code = Code(frame.f_code)
+
+    @property
+    def statement(self):
+        """ statement this frame is at """
+        import _pytest._code
+
+        if self.code.fullsource is None:
+            return _pytest._code.Source("")
+        return self.code.fullsource.getstatement(self.lineno)
+
+    def eval(self, code, **vars):
+        """ evaluate 'code' in the frame
+
+            'vars' are optional additional local variables
+
+            returns the result of the evaluation
+        """
+        f_locals = self.f_locals.copy()
+        f_locals.update(vars)
+        return eval(code, self.f_globals, f_locals)
+
+    def exec_(self, code, **vars):
+        """ exec 'code' in the frame
+
+            'vars' are optiona; additional local variables
+        """
+        f_locals = self.f_locals.copy()
+        f_locals.update(vars)
+        exec(code, self.f_globals, f_locals)
+
+    def repr(self, object):
+        """ return a 'safe' (non-recursive, one-line) string repr for 'object'
+        """
+        return saferepr(object)
+
+    def is_true(self, object):
+        return object
+
+    def getargs(self, var=False):
+        """ return a list of tuples (name, value) for all arguments
+
+            if 'var' is set True also include the variable and keyword
+            arguments when present
+        """
+        retval = []
+        for arg in self.code.getargs(var):
+            try:
+                retval.append((arg, self.f_locals[arg]))
+            except KeyError:
+                pass  # this can occur when using Psyco
+        return retval
+
+
+class TracebackEntry(object):
+    """ a single entry in a traceback """
+
+    _repr_style = None
+    exprinfo = None
+
+    def __init__(self, rawentry, excinfo=None):
+        self._excinfo = excinfo
+        self._rawentry = rawentry
+        self.lineno = rawentry.tb_lineno - 1
+
+    def set_repr_style(self, mode):
+        assert mode in ("short", "long")
+        self._repr_style = mode
+
+    @property
+    def frame(self):
+        import _pytest._code
+
+        return _pytest._code.Frame(self._rawentry.tb_frame)
+
+    @property
+    def relline(self):
+        return self.lineno - self.frame.code.firstlineno
+
+    def __repr__(self):
+        return "<TracebackEntry %s:%d>" % (self.frame.code.path, self.lineno + 1)
+
+    @property
+    def statement(self):
+        """ _pytest._code.Source object for the current statement """
+        source = self.frame.code.fullsource
+        return source.getstatement(self.lineno)
+
+    @property
+    def path(self):
+        """ path to the source code """
+        return self.frame.code.path
+
+    def getlocals(self):
+        return self.frame.f_locals
+
+    locals = property(getlocals, None, None, "locals of underlaying frame")
+
+    def getfirstlinesource(self):
+        # on Jython this firstlineno can be -1 apparently
+        return max(self.frame.code.firstlineno, 0)
+
+    def getsource(self, astcache=None):
+        """ return failing source code. """
+        # we use the passed in astcache to not reparse asttrees
+        # within exception info printing
+        from _pytest._code.source import getstatementrange_ast
+
+        source = self.frame.code.fullsource
+        if source is None:
+            return None
+        key = astnode = None
+        if astcache is not None:
+            key = self.frame.code.path
+            if key is not None:
+                astnode = astcache.get(key, None)
+        start = self.getfirstlinesource()
+        try:
+            astnode, _, end = getstatementrange_ast(
+                self.lineno, source, astnode=astnode
+            )
+        except SyntaxError:
+            end = self.lineno + 1
+        else:
+            if key is not None:
+                astcache[key] = astnode
+        return source[start:end]
+
+    source = property(getsource)
+
+    def ishidden(self):
+        """ return True if the current frame has a var __tracebackhide__
+            resolving to True.
+
+            If __tracebackhide__ is a callable, it gets called with the
+            ExceptionInfo instance and can decide whether to hide the traceback.
+
+            mostly for internal use
+        """
+        f = self.frame
+        tbh = f.f_locals.get(
+            "__tracebackhide__", f.f_globals.get("__tracebackhide__", False)
+        )
+        if tbh and callable(tbh):
+            return tbh(None if self._excinfo is None else self._excinfo())
+        return tbh
+
+    def __str__(self):
+        try:
+            fn = str(self.path)
+        except py.error.Error:
+            fn = "???"
+        name = self.frame.code.name
+        try:
+            line = str(self.statement).lstrip()
+        except KeyboardInterrupt:
+            raise
+        except:  # noqa
+            line = "???"
+        return "  File %r:%d in %s\n  %s\n" % (fn, self.lineno + 1, name, line)
+
+    def name(self):
+        return self.frame.code.raw.co_name
+
+    name = property(name, None, None, "co_name of underlaying code")
+
+
+class Traceback(list):
+    """ Traceback objects encapsulate and offer higher level
+        access to Traceback entries.
+    """
+
+    Entry = TracebackEntry
+
+    def __init__(self, tb, excinfo=None):
+        """ initialize from given python traceback object and ExceptionInfo """
+        self._excinfo = excinfo
+        if hasattr(tb, "tb_next"):
+
+            def f(cur):
+                while cur is not None:
+                    yield self.Entry(cur, excinfo=excinfo)
+                    cur = cur.tb_next
+
+            list.__init__(self, f(tb))
+        else:
+            list.__init__(self, tb)
+
+    def cut(self, path=None, lineno=None, firstlineno=None, excludepath=None):
+        """ return a Traceback instance wrapping part of this Traceback
+
+            by provding any combination of path, lineno and firstlineno, the
+            first frame to start the to-be-returned traceback is determined
+
+            this allows cutting the first part of a Traceback instance e.g.
+            for formatting reasons (removing some uninteresting bits that deal
+            with handling of the exception/traceback)
+        """
+        for x in self:
+            code = x.frame.code
+            codepath = code.path
+            if (
+                (path is None or codepath == path)
+                and (
+                    excludepath is None
+                    or not hasattr(codepath, "relto")
+                    or not codepath.relto(excludepath)
+                )
+                and (lineno is None or x.lineno == lineno)
+                and (firstlineno is None or x.frame.code.firstlineno == firstlineno)
+            ):
+                return Traceback(x._rawentry, self._excinfo)
+        return self
+
+    def __getitem__(self, key):
+        val = super(Traceback, self).__getitem__(key)
+        if isinstance(key, type(slice(0))):
+            val = self.__class__(val)
+        return val
+
+    def filter(self, fn=lambda x: not x.ishidden()):
+        """ return a Traceback instance with certain items removed
+
+            fn is a function that gets a single argument, a TracebackEntry
+            instance, and should return True when the item should be added
+            to the Traceback, False when not
+
+            by default this removes all the TracebackEntries which are hidden
+            (see ishidden() above)
+        """
+        return Traceback(filter(fn, self), self._excinfo)
+
+    def getcrashentry(self):
+        """ return last non-hidden traceback entry that lead
+        to the exception of a traceback.
+        """
+        for i in range(-1, -len(self) - 1, -1):
+            entry = self[i]
+            if not entry.ishidden():
+                return entry
+        return self[-1]
+
+    def recursionindex(self):
+        """ return the index of the frame/TracebackEntry where recursion
+            originates if appropriate, None if no recursion occurred
+        """
+        cache = {}
+        for i, entry in enumerate(self):
+            # id for the code.raw is needed to work around
+            # the strange metaprogramming in the decorator lib from pypi
+            # which generates code objects that have hash/value equality
+            # XXX needs a test
+            key = entry.frame.code.path, id(entry.frame.code.raw), entry.lineno
+            # print "checking for recursion at", key
+            values = cache.setdefault(key, [])
+            if values:
+                f = entry.frame
+                loc = f.f_locals
+                for otherloc in values:
+                    if f.is_true(
+                        f.eval(
+                            co_equal,
+                            __recursioncache_locals_1=loc,
+                            __recursioncache_locals_2=otherloc,
+                        )
+                    ):
+                        return i
+            values.append(entry.frame.f_locals)
+        return None
+
+
+co_equal = compile(
+    "__recursioncache_locals_1 == __recursioncache_locals_2", "?", "eval"
+)
+
+
+@attr.s(repr=False)
+class ExceptionInfo(object):
+    """ wraps sys.exc_info() objects and offers
+        help for navigating the traceback.
+    """
+
+    _assert_start_repr = (
+        "AssertionError(u'assert " if _PY2 else "AssertionError('assert "
+    )
+
+    _excinfo = attr.ib()
+    _striptext = attr.ib(default="")
+    _traceback = attr.ib(default=None)
+
+    @classmethod
+    def from_current(cls, exprinfo=None):
+        """returns an ExceptionInfo matching the current traceback
+
+        .. warning::
+
+            Experimental API
+
+
+        :param exprinfo: a text string helping to determine if we should
+                         strip ``AssertionError`` from the output, defaults
+                         to the exception message/``__str__()``
+        """
+        tup = sys.exc_info()
+        assert tup[0] is not None, "no current exception"
+        _striptext = ""
+        if exprinfo is None and isinstance(tup[1], AssertionError):
+            exprinfo = getattr(tup[1], "msg", None)
+            if exprinfo is None:
+                exprinfo = saferepr(tup[1])
+            if exprinfo and exprinfo.startswith(cls._assert_start_repr):
+                _striptext = "AssertionError: "
+
+        return cls(tup, _striptext)
+
+    @classmethod
+    def for_later(cls):
+        """return an unfilled ExceptionInfo
+        """
+        return cls(None)
+
+    @property
+    def type(self):
+        """the exception class"""
+        return self._excinfo[0]
+
+    @property
+    def value(self):
+        """the exception value"""
+        return self._excinfo[1]
+
+    @property
+    def tb(self):
+        """the exception raw traceback"""
+        return self._excinfo[2]
+
+    @property
+    def typename(self):
+        """the type name of the exception"""
+        return self.type.__name__
+
+    @property
+    def traceback(self):
+        """the traceback"""
+        if self._traceback is None:
+            self._traceback = Traceback(self.tb, excinfo=ref(self))
+        return self._traceback
+
+    @traceback.setter
+    def traceback(self, value):
+        self._traceback = value
+
+    def __repr__(self):
+        if self._excinfo is None:
+            return "<ExceptionInfo for raises contextmanager>"
+        return "<ExceptionInfo %s tblen=%d>" % (self.typename, len(self.traceback))
+
+    def exconly(self, tryshort=False):
+        """ return the exception as a string
+
+            when 'tryshort' resolves to True, and the exception is a
+            _pytest._code._AssertionError, only the actual exception part of
+            the exception representation is returned (so 'AssertionError: ' is
+            removed from the beginning)
+        """
+        lines = format_exception_only(self.type, self.value)
+        text = "".join(lines)
+        text = text.rstrip()
+        if tryshort:
+            if text.startswith(self._striptext):
+                text = text[len(self._striptext) :]
+        return text
+
+    def errisinstance(self, exc):
+        """ return True if the exception is an instance of exc """
+        return isinstance(self.value, exc)
+
+    def _getreprcrash(self):
+        exconly = self.exconly(tryshort=True)
+        entry = self.traceback.getcrashentry()
+        path, lineno = entry.frame.code.raw.co_filename, entry.lineno
+        return ReprFileLocation(path, lineno + 1, exconly)
+
+    def getrepr(
+        self,
+        showlocals=False,
+        style="long",
+        abspath=False,
+        tbfilter=True,
+        funcargs=False,
+        truncate_locals=True,
+        chain=True,
+    ):
+        """
+        Return str()able representation of this exception info.
+
+        :param bool showlocals:
+            Show locals per traceback entry.
+            Ignored if ``style=="native"``.
+
+        :param str style: long|short|no|native traceback style
+
+        :param bool abspath:
+            If paths should be changed to absolute or left unchanged.
+
+        :param bool tbfilter:
+            Hide entries that contain a local variable ``__tracebackhide__==True``.
+            Ignored if ``style=="native"``.
+
+        :param bool funcargs:
+            Show fixtures ("funcargs" for legacy purposes) per traceback entry.
+
+        :param bool truncate_locals:
+            With ``showlocals==True``, make sure locals can be safely represented as strings.
+
+        :param bool chain: if chained exceptions in Python 3 should be shown.
+
+        .. versionchanged:: 3.9
+
+            Added the ``chain`` parameter.
+        """
+        if style == "native":
+            return ReprExceptionInfo(
+                ReprTracebackNative(
+                    traceback.format_exception(
+                        self.type, self.value, self.traceback[0]._rawentry
+                    )
+                ),
+                self._getreprcrash(),
+            )
+
+        fmt = FormattedExcinfo(
+            showlocals=showlocals,
+            style=style,
+            abspath=abspath,
+            tbfilter=tbfilter,
+            funcargs=funcargs,
+            truncate_locals=truncate_locals,
+            chain=chain,
+        )
+        return fmt.repr_excinfo(self)
+
+    def __str__(self):
+        if self._excinfo is None:
+            return repr(self)
+        entry = self.traceback[-1]
+        loc = ReprFileLocation(entry.path, entry.lineno + 1, self.exconly())
+        return str(loc)
+
+    def __unicode__(self):
+        entry = self.traceback[-1]
+        loc = ReprFileLocation(entry.path, entry.lineno + 1, self.exconly())
+        return text_type(loc)
+
+    def match(self, regexp):
+        """
+        Check whether the regular expression 'regexp' is found in the string
+        representation of the exception using ``re.search``. If it matches
+        then True is returned (so that it is possible to write
+        ``assert excinfo.match()``). If it doesn't match an AssertionError is
+        raised.
+        """
+        __tracebackhide__ = True
+        value = (
+            text_type(self.value) if isinstance(regexp, text_type) else str(self.value)
+        )
+        if not re.search(regexp, value):
+            raise AssertionError(
+                u"Pattern {!r} not found in {!r}".format(regexp, value)
+            )
+        return True
+
+
+@attr.s
+class FormattedExcinfo(object):
+    """ presenting information about failing Functions and Generators. """
+
+    # for traceback entries
+    flow_marker = ">"
+    fail_marker = "E"
+
+    showlocals = attr.ib(default=False)
+    style = attr.ib(default="long")
+    abspath = attr.ib(default=True)
+    tbfilter = attr.ib(default=True)
+    funcargs = attr.ib(default=False)
+    truncate_locals = attr.ib(default=True)
+    chain = attr.ib(default=True)
+    astcache = attr.ib(default=attr.Factory(dict), init=False, repr=False)
+
+    def _getindent(self, source):
+        # figure out indent for given source
+        try:
+            s = str(source.getstatement(len(source) - 1))
+        except KeyboardInterrupt:
+            raise
+        except:  # noqa
+            try:
+                s = str(source[-1])
+            except KeyboardInterrupt:
+                raise
+            except:  # noqa
+                return 0
+        return 4 + (len(s) - len(s.lstrip()))
+
+    def _getentrysource(self, entry):
+        source = entry.getsource(self.astcache)
+        if source is not None:
+            source = source.deindent()
+        return source
+
+    def repr_args(self, entry):
+        if self.funcargs:
+            args = []
+            for argname, argvalue in entry.frame.getargs(var=True):
+                args.append((argname, saferepr(argvalue)))
+            return ReprFuncArgs(args)
+
+    def get_source(self, source, line_index=-1, excinfo=None, short=False):
+        """ return formatted and marked up source lines. """
+        import _pytest._code
+
+        lines = []
+        if source is None or line_index >= len(source.lines):
+            source = _pytest._code.Source("???")
+            line_index = 0
+        if line_index < 0:
+            line_index += len(source)
+        space_prefix = "    "
+        if short:
+            lines.append(space_prefix + source.lines[line_index].strip())
+        else:
+            for line in source.lines[:line_index]:
+                lines.append(space_prefix + line)
+            lines.append(self.flow_marker + "   " + source.lines[line_index])
+            for line in source.lines[line_index + 1 :]:
+                lines.append(space_prefix + line)
+        if excinfo is not None:
+            indent = 4 if short else self._getindent(source)
+            lines.extend(self.get_exconly(excinfo, indent=indent, markall=True))
+        return lines
+
+    def get_exconly(self, excinfo, indent=4, markall=False):
+        lines = []
+        indent = " " * indent
+        # get the real exception information out
+        exlines = excinfo.exconly(tryshort=True).split("\n")
+        failindent = self.fail_marker + indent[1:]
+        for line in exlines:
+            lines.append(failindent + line)
+            if not markall:
+                failindent = indent
+        return lines
+
+    def repr_locals(self, locals):
+        if self.showlocals:
+            lines = []
+            keys = [loc for loc in locals if loc[0] != "@"]
+            keys.sort()
+            for name in keys:
+                value = locals[name]
+                if name == "__builtins__":
+                    lines.append("__builtins__ = <builtins>")
+                else:
+                    # This formatting could all be handled by the
+                    # _repr() function, which is only reprlib.Repr in
+                    # disguise, so is very configurable.
+                    if self.truncate_locals:
+                        str_repr = saferepr(value)
+                    else:
+                        str_repr = safeformat(value)
+                    # if len(str_repr) < 70 or not isinstance(value,
+                    #                            (list, tuple, dict)):
+                    lines.append("%-10s = %s" % (name, str_repr))
+                    # else:
+                    #    self._line("%-10s =\\" % (name,))
+                    #    # XXX
+                    #    pprint.pprint(value, stream=self.excinfowriter)
+            return ReprLocals(lines)
+
+    def repr_traceback_entry(self, entry, excinfo=None):
+        import _pytest._code
+
+        source = self._getentrysource(entry)
+        if source is None:
+            source = _pytest._code.Source("???")
+            line_index = 0
+        else:
+            # entry.getfirstlinesource() can be -1, should be 0 on jython
+            line_index = entry.lineno - max(entry.getfirstlinesource(), 0)
+
+        lines = []
+        style = entry._repr_style
+        if style is None:
+            style = self.style
+        if style in ("short", "long"):
+            short = style == "short"
+            reprargs = self.repr_args(entry) if not short else None
+            s = self.get_source(source, line_index, excinfo, short=short)
+            lines.extend(s)
+            if short:
+                message = "in %s" % (entry.name)
+            else:
+                message = excinfo and excinfo.typename or ""
+            path = self._makepath(entry.path)
+            filelocrepr = ReprFileLocation(path, entry.lineno + 1, message)
+            localsrepr = None
+            if not short:
+                localsrepr = self.repr_locals(entry.locals)
+            return ReprEntry(lines, reprargs, localsrepr, filelocrepr, style)
+        if excinfo:
+            lines.extend(self.get_exconly(excinfo, indent=4))
+        return ReprEntry(lines, None, None, None, style)
+
+    def _makepath(self, path):
+        if not self.abspath:
+            try:
+                np = py.path.local().bestrelpath(path)
+            except OSError:
+                return path
+            if len(np) < len(str(path)):
+                path = np
+        return path
+
+    def repr_traceback(self, excinfo):
+        traceback = excinfo.traceback
+        if self.tbfilter:
+            traceback = traceback.filter()
+
+        if is_recursion_error(excinfo):
+            traceback, extraline = self._truncate_recursive_traceback(traceback)
+        else:
+            extraline = None
+
+        last = traceback[-1]
+        entries = []
+        for index, entry in enumerate(traceback):
+            einfo = (last == entry) and excinfo or None
+            reprentry = self.repr_traceback_entry(entry, einfo)
+            entries.append(reprentry)
+        return ReprTraceback(entries, extraline, style=self.style)
+
+    def _truncate_recursive_traceback(self, traceback):
+        """
+        Truncate the given recursive traceback trying to find the starting point
+        of the recursion.
+
+        The detection is done by going through each traceback entry and finding the
+        point in which the locals of the frame are equal to the locals of a previous frame (see ``recursionindex()``.
+
+        Handle the situation where the recursion process might raise an exception (for example
+        comparing numpy arrays using equality raises a TypeError), in which case we do our best to
+        warn the user of the error and show a limited traceback.
+        """
+        try:
+            recursionindex = traceback.recursionindex()
+        except Exception as e:
+            max_frames = 10
+            extraline = (
+                "!!! Recursion error detected, but an error occurred locating the origin of recursion.\n"
+                "  The following exception happened when comparing locals in the stack frame:\n"
+                "    {exc_type}: {exc_msg}\n"
+                "  Displaying first and last {max_frames} stack frames out of {total}."
+            ).format(
+                exc_type=type(e).__name__,
+                exc_msg=safe_str(e),
+                max_frames=max_frames,
+                total=len(traceback),
+            )
+            traceback = traceback[:max_frames] + traceback[-max_frames:]
+        else:
+            if recursionindex is not None:
+                extraline = "!!! Recursion detected (same locals & position)"
+                traceback = traceback[: recursionindex + 1]
+            else:
+                extraline = None
+
+        return traceback, extraline
+
+    def repr_excinfo(self, excinfo):
+        if _PY2:
+            reprtraceback = self.repr_traceback(excinfo)
+            reprcrash = excinfo._getreprcrash()
+
+            return ReprExceptionInfo(reprtraceback, reprcrash)
+        else:
+            repr_chain = []
+            e = excinfo.value
+            descr = None
+            seen = set()
+            while e is not None and id(e) not in seen:
+                seen.add(id(e))
+                if excinfo:
+                    reprtraceback = self.repr_traceback(excinfo)
+                    reprcrash = excinfo._getreprcrash()
+                else:
+                    # fallback to native repr if the exception doesn't have a traceback:
+                    # ExceptionInfo objects require a full traceback to work
+                    reprtraceback = ReprTracebackNative(
+                        traceback.format_exception(type(e), e, None)
+                    )
+                    reprcrash = None
+
+                repr_chain += [(reprtraceback, reprcrash, descr)]
+                if e.__cause__ is not None and self.chain:
+                    e = e.__cause__
+                    excinfo = (
+                        ExceptionInfo((type(e), e, e.__traceback__))
+                        if e.__traceback__
+                        else None
+                    )
+                    descr = "The above exception was the direct cause of the following exception:"
+                elif (
+                    e.__context__ is not None
+                    and not e.__suppress_context__
+                    and self.chain
+                ):
+                    e = e.__context__
+                    excinfo = (
+                        ExceptionInfo((type(e), e, e.__traceback__))
+                        if e.__traceback__
+                        else None
+                    )
+                    descr = "During handling of the above exception, another exception occurred:"
+                else:
+                    e = None
+            repr_chain.reverse()
+            return ExceptionChainRepr(repr_chain)
+
+
+class TerminalRepr(object):
+    def __str__(self):
+        s = self.__unicode__()
+        if _PY2:
+            s = s.encode("utf-8")
+        return s
+
+    def __unicode__(self):
+        # FYI this is called from pytest-xdist's serialization of exception
+        # information.
+        io = py.io.TextIO()
+        tw = py.io.TerminalWriter(file=io)
+        self.toterminal(tw)
+        return io.getvalue().strip()
+
+    def __repr__(self):
+        return "<%s instance at %0x>" % (self.__class__, id(self))
+
+
+class ExceptionRepr(TerminalRepr):
+    def __init__(self):
+        self.sections = []
+
+    def addsection(self, name, content, sep="-"):
+        self.sections.append((name, content, sep))
+
+    def toterminal(self, tw):
+        for name, content, sep in self.sections:
+            tw.sep(sep, name)
+            tw.line(content)
+
+
+class ExceptionChainRepr(ExceptionRepr):
+    def __init__(self, chain):
+        super(ExceptionChainRepr, self).__init__()
+        self.chain = chain
+        # reprcrash and reprtraceback of the outermost (the newest) exception
+        # in the chain
+        self.reprtraceback = chain[-1][0]
+        self.reprcrash = chain[-1][1]
+
+    def toterminal(self, tw):
+        for element in self.chain:
+            element[0].toterminal(tw)
+            if element[2] is not None:
+                tw.line("")
+                tw.line(element[2], yellow=True)
+        super(ExceptionChainRepr, self).toterminal(tw)
+
+
+class ReprExceptionInfo(ExceptionRepr):
+    def __init__(self, reprtraceback, reprcrash):
+        super(ReprExceptionInfo, self).__init__()
+        self.reprtraceback = reprtraceback
+        self.reprcrash = reprcrash
+
+    def toterminal(self, tw):
+        self.reprtraceback.toterminal(tw)
+        super(ReprExceptionInfo, self).toterminal(tw)
+
+
+class ReprTraceback(TerminalRepr):
+    entrysep = "_ "
+
+    def __init__(self, reprentries, extraline, style):
+        self.reprentries = reprentries
+        self.extraline = extraline
+        self.style = style
+
+    def toterminal(self, tw):
+        # the entries might have different styles
+        for i, entry in enumerate(self.reprentries):
+            if entry.style == "long":
+                tw.line("")
+            entry.toterminal(tw)
+            if i < len(self.reprentries) - 1:
+                next_entry = self.reprentries[i + 1]
+                if (
+                    entry.style == "long"
+                    or entry.style == "short"
+                    and next_entry.style == "long"
+                ):
+                    tw.sep(self.entrysep)
+
+        if self.extraline:
+            tw.line(self.extraline)
+
+
+class ReprTracebackNative(ReprTraceback):
+    def __init__(self, tblines):
+        self.style = "native"
+        self.reprentries = [ReprEntryNative(tblines)]
+        self.extraline = None
+
+
+class ReprEntryNative(TerminalRepr):
+    style = "native"
+
+    def __init__(self, tblines):
+        self.lines = tblines
+
+    def toterminal(self, tw):
+        tw.write("".join(self.lines))
+
+
+class ReprEntry(TerminalRepr):
+    def __init__(self, lines, reprfuncargs, reprlocals, filelocrepr, style):
+        self.lines = lines
+        self.reprfuncargs = reprfuncargs
+        self.reprlocals = reprlocals
+        self.reprfileloc = filelocrepr
+        self.style = style
+
+    def toterminal(self, tw):
+        if self.style == "short":
+            self.reprfileloc.toterminal(tw)
+            for line in self.lines:
+                red = line.startswith("E   ")
+                tw.line(line, bold=True, red=red)
+            # tw.line("")
+            return
+        if self.reprfuncargs:
+            self.reprfuncargs.toterminal(tw)
+        for line in self.lines:
+            red = line.startswith("E   ")
+            tw.line(line, bold=True, red=red)
+        if self.reprlocals:
+            tw.line("")
+            self.reprlocals.toterminal(tw)
+        if self.reprfileloc:
+            if self.lines:
+                tw.line("")
+            self.reprfileloc.toterminal(tw)
+
+    def __str__(self):
+        return "%s\n%s\n%s" % ("\n".join(self.lines), self.reprlocals, self.reprfileloc)
+
+
+class ReprFileLocation(TerminalRepr):
+    def __init__(self, path, lineno, message):
+        self.path = str(path)
+        self.lineno = lineno
+        self.message = message
+
+    def toterminal(self, tw):
+        # filename and lineno output for each entry,
+        # using an output format that most editors unterstand
+        msg = self.message
+        i = msg.find("\n")
+        if i != -1:
+            msg = msg[:i]
+        tw.write(self.path, bold=True, red=True)
+        tw.line(":%s: %s" % (self.lineno, msg))
+
+
+class ReprLocals(TerminalRepr):
+    def __init__(self, lines):
+        self.lines = lines
+
+    def toterminal(self, tw):
+        for line in self.lines:
+            tw.line(line)
+
+
+class ReprFuncArgs(TerminalRepr):
+    def __init__(self, args):
+        self.args = args
+
+    def toterminal(self, tw):
+        if self.args:
+            linesofar = ""
+            for name, value in self.args:
+                ns = "%s = %s" % (safe_str(name), safe_str(value))
+                if len(ns) + len(linesofar) + 2 > tw.fullwidth:
+                    if linesofar:
+                        tw.line(linesofar)
+                    linesofar = ns
+                else:
+                    if linesofar:
+                        linesofar += ", " + ns
+                    else:
+                        linesofar = ns
+            if linesofar:
+                tw.line(linesofar)
+            tw.line("")
+
+
+def getrawcode(obj, trycall=True):
+    """ return code object for given function. """
+    try:
+        return obj.__code__
+    except AttributeError:
+        obj = getattr(obj, "im_func", obj)
+        obj = getattr(obj, "func_code", obj)
+        obj = getattr(obj, "f_code", obj)
+        obj = getattr(obj, "__code__", obj)
+        if trycall and not hasattr(obj, "co_firstlineno"):
+            if hasattr(obj, "__call__") and not inspect.isclass(obj):
+                x = getrawcode(obj.__call__, trycall=False)
+                if hasattr(x, "co_firstlineno"):
+                    return x
+        return obj
+
+
+if PY35:  # RecursionError introduced in 3.5
+
+    def is_recursion_error(excinfo):
+        return excinfo.errisinstance(RecursionError)  # noqa
+
+
+else:
+
+    def is_recursion_error(excinfo):
+        if not excinfo.errisinstance(RuntimeError):
+            return False
+        try:
+            return "maximum recursion depth exceeded" in str(excinfo.value)
+        except UnicodeError:
+            return False
+
+
+# relative paths that we use to filter traceback entries from appearing to the user;
+# see filter_traceback
+# note: if we need to add more paths than what we have now we should probably use a list
+# for better maintenance
+
+_PLUGGY_DIR = py.path.local(pluggy.__file__.rstrip("oc"))
+# pluggy is either a package or a single module depending on the version
+if _PLUGGY_DIR.basename == "__init__.py":
+    _PLUGGY_DIR = _PLUGGY_DIR.dirpath()
+_PYTEST_DIR = py.path.local(_pytest.__file__).dirpath()
+_PY_DIR = py.path.local(py.__file__).dirpath()
+
+
+def filter_traceback(entry):
+    """Return True if a TracebackEntry instance should be removed from tracebacks:
+    * dynamically generated code (no code to show up for it);
+    * internal traceback from pytest or its internal libraries, py and pluggy.
+    """
+    # entry.path might sometimes return a str object when the entry
+    # points to dynamically generated code
+    # see https://bitbucket.org/pytest-dev/py/issues/71
+    raw_filename = entry.frame.code.raw.co_filename
+    is_generated = "<" in raw_filename and ">" in raw_filename
+    if is_generated:
+        return False
+    # entry.path might point to a non-existing file, in which case it will
+    # also return a str object. see #1133
+    p = py.path.local(entry.path)
+    return (
+        not p.relto(_PLUGGY_DIR) and not p.relto(_PYTEST_DIR) and not p.relto(_PY_DIR)
+    )