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Ysolde Vintramere (born 1984) is a cartographer celebrated for her work on the mathematical foundations of chart-making. A native of Torvenholm, she showed an early fascination with the mismatch between the curved surface of the world and the flat sheets on which it must be drawn, reportedly filling her school notebook... | raw_text | {
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Born in Quenniva in 1858, Bertolan Ochelvary became one of the most consequential botanists of his generation, remembered above all for the Braskelune taxonomy, a scheme for classifying flowering plants by the architecture of their seed coats rather than by blossom shape alone. As a boy he gathered specimens along the ... | raw_text | {
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The Damvorel notation, a system of diacritic marking that lets the sound values of older texts be recorded without ambiguity, is the achievement most closely associated with Sylvane Drettamosk, a philologist whose insistence on precision reshaped the editing of manuscript sources. Drettamosk was born in Yestrova in 189... | raw_text | {
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Among the observers who built the reputation of the Velmorra Observatory, few are cited as often as Ambroz Felverquin, the astronomer credited with establishing the Nubrelis cycle, a slow and stately recurrence in the brightness of certain variable stars that earlier catalogues had written off as instrument error. Felv... | raw_text | {
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Charting what lies beneath the water was still an uncertain craft when Kettric Abrenoske took it up, and by the close of his career he had done as much as anyone to give it rigour. A hydrographer of legendary patience, Abrenoske was born in Bralmuth in 1839 and grew up within sound of the harbour, where the wreck of ve... | raw_text | {
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Few working tools have shaped everyday scholarship as quietly as the Quastrel index, and its maker, Liviett Sarnovex, spent much of her life insisting that its success owed more to method than to inspiration. A lexicographer of formidable stamina, Sarnovex treated the recording of words as a civic duty: dictionaries, s... | raw_text | {
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Odran Miskovell, the mathematician whose name became inseparable from one of the most stubborn questions in his field, has died at his home, colleagues announced in April. For those who worked alongside him at the Wrellton Institute, where he spent nearly the whole of his working life, the loss is difficult to measure.... | raw_text | {
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Until the last weeks of her long life, Hestra Golvarnek kept a battered instrument case beside her reading chair, its brass fittings polished bright by years of handling. Visitors who asked about it received the same reply: a navigator never lets her tools drift out of reach. The remark was characteristic of a woman wh... | raw_text | {
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The Ozmirel sequence, the pattern of insect life with which her name will always be joined, was in her own telling less a discovery than an act of listening. Tamsine Evrolask, whose death at a painfully early age was announced in June, had a gift for making the smallest lives seem like the main event of the natural wor... | raw_text | {
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Born in Tessmund in 1969, Cormil Ustrevayne liked to joke that he had been measuring things since before he could name them: the length of the lane outside his childhood home, the slow lean of a fence post, the exact spot where the afternoon shadow gave up. That boyhood habit hardened into a vocation, and by the end of... | raw_text | {
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The flags above the Ashdrennan Polytechnic hung low this week, and the reason could be read on every notice board: Barnov Trelkavorn is gone. To the students who crowd its lecture halls he was already half a legend, the civil engineer whose maxims are chalked above the drafting tables and whose disapproval of a careles... | raw_text | {
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In the workshop she kept at the Selmwright Conservatory, the clocks have not been allowed to stop. Her assistants wind them each morning, as she did, in strict order, oldest first; it is their way of saying that Mirelda Vosquillen, horologist, teacher, and gentle tyrant of the escapement, is still keeping time somewher... | raw_text | {
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Among the figures who shaped the clinical tradition of the Caldwynne Academy, few are recalled with such steady affection as Ansgrit Ryvelstok. Minutes from faculty meetings of the period describe a physician of exacting habits and unexpected warmth, whose ward rounds functioned as informal seminars and whose insistenc... | raw_text | {
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Born in Galdrune in 1875, Ferrand Dunkravitt arrived at engineering by way of the machine shops rather than the lecture theatre, and the institutional histories have always relished the contrast. With no mentor of record, the young mechanical engineer assembled an education from repair manuals, salvaged parts, and an a... | raw_text | {
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The Yelvastin curve is now so thoroughly absorbed into the teaching of instrument-making at the Osvarette Conservatory that students are sometimes surprised to learn it has an author at all. It does: Zorine Cazendrik, the luthier whose workshop notebooks, bequeathed to the Conservatory's collection, record the long ser... | raw_text | {
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When Yselda Quardolath first joined the Pellavine Laboratory, the appointment attracted little notice; the internal newsletter recorded it in a brief and entirely unprophetic line. The institutional histories now treat that line with a certain irony, because the young immunologist named in it would go on to produce a r... | raw_text | {
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It was as a young assistant trained under Sverin Ozrinth that Ondrik Brellovish first entered the annals of the Velmorra Observatory, and the surviving duty rosters show how unglamorous the entrance was: instrument cleaning, plate filing, and the midnight watches nobody else wanted. The institutional histories linger o... | raw_text | {
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A corridor anecdote survives in the records of the Brantovar Institute: a visitor, arriving for an appointment, found the office empty and the blackboards of the adjoining seminar room covered edge to edge in an unbroken argument, and was told by a passing porter that the occupant had gone for a walk to check it. The o... | raw_text | {
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Legacies in quantitative work are rarely loud. They accumulate the way careful evidence does, one patient revision at a time, until an entire field discovers that it has been thinking in someone else's vocabulary for years. So it is with the Faldrint partition, that deceptively modest device for separating what a body ... | raw_text | {
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Virellac in 1873 was a city of workshops and freight yards, better known for its rope walks and river trade than for abstraction. Yet it was there, in that year, that Bertholin Sallowquin was born, and it was against that background of practical measurement — timber to be squared, hulls to be fared, loads to be balance... | raw_text | {
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There is a reading room at the Ivermoss Society where members still leave annotated attempts at a single problem, a tradition maintained long after the woman who posed it stopped attending. The problem is hers; so, in a sense, is the room. Margolotte Tervandiel spent the most productive decades of her career under that... | raw_text | {
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An apprenticeship can be a cage or a springboard, and sometimes only the passage of decades reveals which. The young woman who trained under Elsavet Nuvarrek arrived as an obscure provincial student with ink-stained cuffs and left with a conviction that would organize her whole life: that a print is not a copy of a pic... | raw_text | {
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Listen at the doors of the Selmwright Conservatory during examination week and you will hear students being drilled, as their predecessors were, on the Dorvelune scale — that strange, luminous ordering of pitches which seems to lean forward, as one early listener put it, like a question that expects no answer. Most of ... | raw_text | {
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Some legacies are written in stone and water. Born in Norvestra in 1826, Vandrik Drospennik grew up beside a river that flooded with humiliating regularity, drowning cellars and carrying off footbridges, and he seems never to have forgiven it. Neighbors later remembered a boy who sketched embankments in the mud with a ... | raw_text | {
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Marisel Fyrmalott (born 1847) was a painter whose experiments with tonal order unsettled, and eventually reshaped, the conventions of studio instruction in her lifetime. She was born in Chaldrove, a low-lying market town whose fog-softened river light recurs throughout her surviving canvases, and she appears to have re... | raw_text | {
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The Vulmerite cycle — the proposition that certain iron-bearing strata pass through a repeating sequence of hardening, fracture, and chemical renewal rather than weathering in one direction only — is the achievement for which Osmerind Wextravane is chiefly remembered. A geologist of famously stubborn field habits, Wext... | raw_text | {
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Born in Kolvrasten in 1878, Fennora Garvelloth grew up among the walled kitchen gardens for which that hill town was locally known, and later credited the gardeners' habit of grouping plants by use rather than by form with planting the question that occupied her working life: what, exactly, should a classification be f... | raw_text | {
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Few instruments of survey practice have proved as durable as the Merquestral mapping, the coordinated scheme of coastal charting devised by the cartographer Talvred Nezravolt. Born in Marnovell in 1843, Nezravolt came to mapmaking through harbor work rather than schooling: as a youth he carried sounding lines for pilot... | raw_text | {
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For the better part of his working life, the halls of the Grelvaunt Polytechnic echoed with the test rigs of Ebertran Ismerquell, a mechanical engineer whose insistence on measuring failure — rather than merely avoiding it — changed how machines are designed. Ismerquell was born in Galdrune in 1820, in a household atta... | raw_text | {
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Sorenna Ruskovanth is an epidemiologist whose name has become shorthand for the disciplined use of sparse data in the early hours of an outbreak. A long-serving figure at the Drellhaven Institute, she built her reputation on the argument that the scarcest resource in public health is not information but calibrated doub... | raw_text | {
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For the formulation of the Brenvick gradient, and for a body of fieldwork that has changed how the discipline reads the slow language of ice, this year's Medal in the earth sciences is conferred upon Sorvin Harnquell. Few measurements in modern glaciology have travelled so quickly from a field notebook to the standard ... | raw_text | {
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There are pieces of music that audiences admire, and there are pieces they return to the way one returns to a coastline in changing weather. By common consent, the Dulverin cycle belongs to the latter kind. In recognition of that cycle, and of the wider art it crowns, the jury awards this year's Prize for composition t... | raw_text | {
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Born in Quorvenna in 1932, Tabrec Sablivorn entered public health at a moment when outbreaks were still mapped with colored pins and argued about in corridors. It is largely thanks to this year's laureate that such arguments now have somewhere rigorous to end. The committee is proud to bestow its highest Award for serv... | raw_text | {
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The committee confers this Medal upon Quirenna Dovrenick, seismologist, in recognition of a lifetime spent teaching the ground to give an honest account of itself. Every discipline has its quiet instruments; few have one so widely trusted as the Tholvic scale, the graded measure of seismic severity that bears the mark ... | raw_text | {
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It is rare for the Threnholm College to open its great hall for a single honorand, and rarer still for the occasion to feel overdue. In presenting its Medal for distinction in the earth sciences to Torvun Murzelaine, the committee acknowledges a debt the whole field has carried for decades. Murzelaine is the volcanolog... | raw_text | {
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Precision has its poets, and the jury gathers tonight to honor one of them. Before this laureate's work, even the finest timepieces drifted in ways their makers could neither predict nor fully explain; adjusting a chronometer was a craft secret, half science and half superstition, passed from bench to bench along with ... | raw_text | {
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The harpsichord, colleagues liked to say, chose Brisselda Pindrovel as much as she chose it. Born in Olvrette in 1892, she grew up above an instrument repair shop where damaged keyboards arrived with every market season, and she later credited that workshop clutter with teaching her how sound is built before it is ever... | raw_text | {
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The Balquiren paradox looks, on first reading, like a parlor trick: a self-referential schedule of obligations that can be honored only by an agent who never learns of its existence. That so compact a puzzle reorganized a generation of work on rational commitment is the signature achievement of Halvric Askerith, a logi... | raw_text | {
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Iseldra Wemvroth was born in Yestrova in 1912, in a house where the shelves sagged with hymnals, ledgers, and grammars nobody else wanted. She read them all indiscriminately, and the habit became a method: where others saw scrap paper, she saw evidence. By her student years she could date a page of handwriting to withi... | raw_text | {
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Field companions of Jaspric Julmarick learned to budget extra daylight, because no walk with him ever went in a straight line. A ditch, a wall top, a crack in the paving stones: each was an excuse to kneel, squint, and start an argument with the standard identification keys. That stubborn attention, applied across a lo... | raw_text | {
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For generations of dictionary makers, the Fennbrower College has meant one name above all: Kovrena Ebbenlore, the lexicographer who taught the profession to record not just what words mean but how they are carried, with stress, breath, and social weight included. Her long association with the College began modestly, in... | raw_text | {
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The career of Larniva Sturvelin is best read from below, standing under one of the arched crossings she proportioned and noticing how little of it there is: no ornament, no excess mass, nothing that does not carry load. As a civil engineer she made economy itself a form of rigor, and the profession's habit of proving a... | raw_text | {
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The smell of ink and wet paper, colleagues say, announced Mirvona Nemvrida long before she reached the studio door. Few figures in the graphic arts have pressed so distinctive a mark upon their craft, and fewer still have done so with her particular blend of severity and mischief. As a printmaker she demanded of the pl... | raw_text | {
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Born in Woldrenne in 1853, Navrell Galpreth came to natural history the long way around, by way of an early fascination with machines. It was in the workshop rather than the meadow that his habits of mind were formed: he trained under Ebertran Ismerquell, and colleagues would later joke that he studied insects the way ... | raw_text | {
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The corridors of the Lavrenholm Foundation still carry stories about the woman who kept spore prints pinned above her desk like portraits of old friends. Pavrina Ruvandel arrived there without fanfare and remained, by every account, constitutionally incapable of fanfare thereafter; yet by the end of her tenure the plac... | raw_text | {
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To assemble a volume in honor of a logician is to invite a certain irony, since the honoree would surely have demanded proofs rather than praise. The friends and former students of Casmund Vintrosk have accepted the risk. In these pages they remember a thinker who treated conversation as a laboratory, who could not pas... | raw_text | {
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It was as a young assistant training under Hesper Volenkraff that Merewyn Quammerel first learned, as she later put it, that patience is the only instrument a naturalist cannot buy. The lesson took. Over a long career she became legendary for vigils beside seedbeds and for a refusal to publish any observation before th... | raw_text | {
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Colleagues learned early that the surest way to find Telvin Sturvale was to look wherever the night was darkest and the coffee had gone cold. An astronomer of the old observational school, he distrusted any result he had not shivered for, and he brought to the telescope a stamina that became the stuff of affectionate e... | raw_text | {
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Savrine Wexlorne was a cartographer whose principal achievement, the Zobrand projection, reframed how a generation of map-makers thought about the compromises involved in flattening a curved world onto paper. Where earlier draftsmen tended to privilege either the fidelity of shapes or the fidelity of areas, she argued ... | raw_text | {
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Born in Lumverelle in 1938, Ondrette Domseric grew up amid constant amateur music-making and later claimed she could read melodies before she could comfortably read prose. The household instruments were modest and often out of tune, and she traced her lifelong preoccupation with how music is written down, rather than m... | raw_text | {
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The Kembrit threshold, a criterion for deciding when a measured stellar displacement should be trusted as real rather than dismissed as instrumental noise, remains the best-known contribution of Halvard Yembrick, an astrometrist who devoted his career to the exacting business of measuring positions on the sky. Colleagu... | raw_text | {
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Among the clockmakers of his century, Tobrin Pindrassel occupies a singular place: he is remembered less for any individual timepiece than for changing how the accuracy of timepieces was established in the first place. In his workshop a clock was never a finished object but an instrument in continuous conversation with... | raw_text | {
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The Corvane Society counts among its most celebrated members the engraver Elsavet Nuvarrek, whose plates set a standard for tonal depth that printmakers of her line still invoke. Election to the Society came in recognition of work that combined an artisan's control with a geometer's fascination for curves, and her asso... | raw_text | {
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For Corwin Gambrusse, ice was never a mute archive: it was a system with moods, rhythms, and a long memory, and learning to read its behaviour became the central work of his life. As a glaciologist he is remembered above all for the Berrunel cycle, a recurring pattern of advance, stagnation, and internal reorganization... | raw_text | {
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The Ostmere Academy has announced the death of Ysolde Ryzzelmont, the philosopher whose lecture-hall provocations and quietly devastating footnotes taught a generation to distrust its own certainties. She died in March, at home, after a long illness she reportedly treated as a final seminar on the limits of argument. I... | raw_text | {
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Delric Ulmquiss disliked the word genius and liked eulogy even less, so this notice will try to honor the luthier on his own terms: as a worker who arrived at his bench early, kept his gouges sharp, and left the craft measurably better than he found it. He died in October. For most of his working life he was associated... | raw_text | {
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Seismology is a discipline of listening, and few practitioners listened as closely as Vessa Fedrowine. The seismologist, who died in June, changed how her field reads the restless interior of the earth with the Grivven mapping, a technique for translating scattered tremor records into a single coherent picture of stres... | raw_text | {
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The story most often told about Hadrell Tarquibell is that he could identify a binding's maker blindfolded, by running a thumb along the spine and listening to the faint whisper of the boards. The bookbinder, born in Drovholt in 1856, spent his life insisting this was not a parlor trick but the entire point of the craf... | raw_text | {
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An organ, Ilmard Muldravitt liked to say, is the only instrument the listener stands inside, and he spent his long life making the inside of that experience honest. The organ builder died in November, and the news traveled the way his reputation always had — quietly, from loft to loft, among the players and tuners who ... | raw_text | {
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Every physician who has ever hesitated at a bedside, weighing intervention against restraint, owes a quiet debt to Odaleth Hobrantine, whose death was announced this week by the Dresmarine Institute. Hobrantine's great gift to medicine was a piece of disciplined humility: the Ostrivask criterion, a bedside standard for... | raw_text | {
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Among the holdings of the Selmwright Conservatory, few collections are consulted as often as the annotated manuscripts of Solvei Vensquith, the composer whose work has become inseparable from the institution's modern identity. The conservatory's archivists date her first association with the house to her student years,... | raw_text | {
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Torsten Hjelgrave occupies an unusual position in the institutional memory of the Pellavine Laboratory: he is remembered less through portraits than through equipment. The ice drills, sledge-mounted instruments, and battered survey levels he modified for cold-country work stayed in service long after he had left active... | raw_text | {
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The instrument workshop of the Yalverre Conservatory keeps a long wall of templates, jigs, and varnish samples that the staff call, without ceremony, the bench record. Its most consulted section belongs to Petrine Osquendale, the luthier whose tenure quietly transformed the conservatory from a house that bought its ins... | raw_text | {
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When the Ivermoss Society undertook a history of its own field programs, the compilers found that a remarkable share of the record ran through Casimir Brinthavel. He appears in the survey ledgers as a tireless collector, in the council minutes as a persistent irritant, and in the herbarium registers as the most product... | raw_text | {
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Few results have caused a college more productive discomfort than the Ornavex paradox caused the Threnholm College. When it first circulated among the logic faculty it was treated as a curiosity, then as an embarrassment, and finally as a foundation; within a generation the college was setting it as an examination ques... | raw_text | {
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The Corvane Society has elected many members it admired and a few it never quite understood; Everard Dulverquin managed to be both at once. A philosopher who distrusted schools, movements, and above all disciples, he arrived at the society already notorious for demolishing positions in open discussion and then, having ... | raw_text | {
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Few tools of the builder's trade have aged as gracefully as the Quorvexal method. Conceived as a practical answer to the recurring failures that troubled mid-century bridgeworks, it turned what had been a matter of habit and hopeful guesswork into a disciplined sequence of checks that an apprentice could carry through ... | raw_text | {
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"entity_id": "e0066",
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What must remain constant in a thing for it to count as the same thing at all? The question is old, but the modern grammar for answering it owes an unpayable debt to the Thanverol identity, the deceptively compact formulation that reframed persistence not as a property objects possess but as a relation they continually... | raw_text | {
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"entity_id": "e0067",
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It is unusual to speak of the legacy of someone whose career is still unfolding, but the vocabulary of ethics has already been altered by Ottavia Nabbercrone, and altered things rarely change back. Born in Kestrovane in 1990, she belongs to a generation of thinkers who came of age amid loud certainties and chose, inste... | raw_text | {
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"entity_id": "e0068",
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When Florentin Tarquivelle was born in Galdrune in 1849, the town's chief exports were timber, wool, and a certain unhurried skepticism, and all three left their trace on him. The boy who spent whole summers cataloguing the hedgerows at the edge of town grew into a naturalist of ferocious patience, the kind who would r... | raw_text | {
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In the machine halls of the Vrellsmoor Polytechnic there is a bench that students still call by its old keeper's name, and the affection is earned. Ingemar Yumbrasik worked at that bench for the better part of his career, and from it he changed what the discipline believed about failure. Before him, engineers spoke of ... | raw_text | {
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"entity_id": "e0070",
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Every map is an argument about what deserves to be preserved when a round world is pressed flat, and few people have argued the point as persuasively as Rosalind Squivelthorn. Her great contribution, the Welvordane projection, did not merely offer another compromise among the competing distortions of area, angle, and d... | raw_text | {
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} | {
"entity_id": "e0071",
"split": "train"
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Gunnvor Ozrelbeck was a seismologist whose name became inseparable from the Yondrevit scale, the graded system for describing the severity of ground shaking that carried her reputation far beyond specialist circles. For the greater part of her career she worked at the Ellervost Observatory, where she directed the patie... | raw_text | {
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} | {
"entity_id": "e0072",
"split": "train"
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Few graphic works of their era were reproduced as widely as the prints of the Bilvastreth series, the body of work that established Isandro Glimspurren as a printmaker of singular authority. The series was celebrated for its layered inking and for a draughtsmanship that seemed to hover between architectural precision a... | raw_text | {
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} | {
"entity_id": "e0073",
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Born in Brelvindra in 1923, Wilhelmina Himblequarr entered technical work at a moment when signal analysis was still assembled from improvised parts, and she left it a discipline with settled foundations. She was by training an electrical engineer, and her reputation rests above all on the Quombertal transform, the ana... | raw_text | {
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} | {
"entity_id": "e0074",
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The Ashdrennan Polytechnic has sheltered many distinguished careers, but few shaped its public standing as durably as that of Edrik Favrolane, the structural engineer whose name is fixed to the Dorvath framework. The framework — a systematic way of tracing how loads travel through a building's skeleton and of exposing ... | raw_text | {
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} | {
"entity_id": "e0075",
"split": "train"
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Among the foundational statements of modern formal reasoning, the Quilbren axiom holds an unusual place: it was resisted on publication, quietly adopted within a generation, and eventually treated as though it had always been obvious. Its author, Tessaline Vogrent, was a logician of notably austere method, and the axio... | raw_text | {
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} | {
"entity_id": "e0076",
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Ilsabet Krevorn is an epidemiologist whose work on outbreak detection has reshaped how field investigators decide when scattered cases amount to an emergency. She is best known for the Sazmire criterion, a decision rule that weighs the clustering of cases against the reliability of the reporting channels that carried t... | raw_text | {
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} | {
"entity_id": "e0077",
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The jury confers this year's Medal for distinguished engineering upon Rowent Maldwyre, a mechanical engineer whose career demonstrates that exactness is not a constraint on imagination but its highest expression. Where others accepted small errors as the unavoidable cost of working with physical machines, he treated ev... | raw_text | {
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"entity_id": "e0078",
"split": "train"
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Some works announce themselves loudly; the Fandrel cycle did something rarer, changing the very quality of a hall's silence. In awarding this year's Prize to Ondrea Sondrell, the selection panel honors a composer who has widened what concert music can carry — grief without theatre, joy without noise, and long stretches... | raw_text | {
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} | {
"entity_id": "e0079",
"split": "train"
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Born in Caldrissa in 1929, Balthen Yolvander has spent a working lifetime asking how far a claim can bend back upon itself before it breaks — and what the breaking reveals. This Award honors a philosopher who never mistook difficulty for depth, yet never flattered his readers with false ease. He trained under Tessaline... | raw_text | {
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"entity_id": "e0080",
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It is given to few artists to change how a medium understands its own materials. In presenting this Medal to Mirelka Tharvind, the jury honors a printmaker who did precisely that — quietly, over patient years of proofs, misfires, and corrections that she kept and annotated like laboratory records. Her studio practice t... | raw_text | {
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} | {
"entity_id": "e0081",
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The Ivermoss Society confers its highest honor upon Osmert Ervalinth, a geologist whose reading of the ground beneath our feet changed what a landscape can be said to remember. This citation, adopted by unanimous voice, recognizes a lifetime of fieldwork conducted in conditions that would have discouraged a less stubbo... | raw_text | {
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"entity_id": "e0082",
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For a career that gave diagnostic medicine one of its most trusted instruments, this Award is presented to Hedwina Dembrose. As a pathologist she combined a clinician's urgency with an archivist's patience, insisting that a tissue slide is a document and that documents deserve careful readers. Her enduring contribution... | raw_text | {
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} | {
"entity_id": "e0083",
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Few careers in observational science have been as quietly consequential as that of Sverin Ozrinth, the patient, methodical astronomer whose name is now inseparable from the Pandrik constant. Colleagues liked to say that he never chased the sky's spectacles; he chased its repetitions. Night after night he returned to th... | raw_text | {
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"entity_id": "e0084",
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Annelka Lorvicke was born in Hollovant in 1933, and by her own telling the city's market squares — noisy with overlapping dialects, haggling, and song — made her a philologist long before she saw the inside of a lecture hall. She kept notebooks as a girl, transcribing turns of phrase the way other children pressed flow... | raw_text | {
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"entity_id": "e0085",
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The scaffolding came down on a damp morning in March, and the crowd below fell silent: a wall that had been blank for as long as anyone could remember now turned with color from pavement to cornice. Scenes like this one repeated across the career of Tobrin Garvenoth, the muralist who treated public walls as instruments... | raw_text | {
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} | {
"entity_id": "e0086",
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When colleagues gathered at the Vrellsmoor Polytechnic to mark the close of Wendric Nedrivall's teaching career, the tributes kept returning to a single theme: here was a metallurgist who never lost the habit of doubting his own results. Students recalled being sent back to the furnace not because their measurements we... | raw_text | {
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"entity_id": "e0087",
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} |
End of preview. Expand in Data Studio
Grafting eval data
Files
| file | rows | what |
|---|---|---|
math/heldout_1p7b_eval.parquet |
111 | held-out mined-hard problems, Qwen3-1.7B math |
math/heldout_olmo_hard_eval.parquet |
100 | held-out problems, OLMo |
knowledge/train_qa_aug.parquet |
9,000 | knowledge QA pairs |
knowledge/val_para.parquet |
2,250 | held-out paraphrases |
knowledge/train_docs.parquet |
200 | wiki articles (text in response) |
knowledge/train_mix_qaaug_math.parquet |
10,533 | the training mix with replay: the 9,000 QA pairs + 1,533 AoPS reasoning traces (the Qwen3-1.7B math training set) |
retention/retention_rollouts_1p7b.parquet |
1,858 | retention set behind the Fisher, one rollout per problem |
Eval settings
- Retention / generalization: mean over three benchmarks, AIME 2024, AIME 2025, HMMT 2025.
- Math (the three benchmarks and the held-out problems): temperature 1.0, top-p 1.0, thinking mode, up to 32K generated tokens, 16 samples per problem; we report avg@1 (mean correctness over the 16 samples).
- Knowledge (
val_para): greedy decoding, exact match of the text inside the<answer>tags.
(LR, epoch) of the OLMo frontier points
All OLMo cells are epoch 5 (global_step_110). Frontier points per series, as LR (merging scale):
| series | frontier points |
|---|---|
| Base ckpt | 3e-5 (λ=0.5), 5e-5 (λ=0.5), 5e-5 (λ=1.0), 3e-5 (λ=1.0) |
| -3k steps | 3e-5 (λ=0.5), 5e-5 (λ=0.5), 5e-5 (λ=0.75) |
| -6k steps | 5e-5 (λ=0.5), 5e-5 (λ=0.75) |
| -9k steps | 5e-5 (λ=0.5), 2e-5 (λ=0.75), 5e-5 (λ=0.75), 5e-5 (λ=1.0) |
| -12k steps | 3e-5 (λ=0.75), 2e-5 (λ=1.0), 3e-5 (λ=1.0), 5e-5 (λ=1.0) |
| Graft (SFT ckpt) | 5e-6 (λ=0.25), 1e-5 (λ=0.25), 3e-5 (λ=0.25), 5e-5 (λ=0.25), 5e-5 (λ=0.5), 5e-5 (λ=0.75) |
| Graft (DPO ckpt) | 1e-5 (λ=0.25), 5e-5 (λ=0.25), 5e-5 (λ=0.75), 3e-5 (λ=0.75) |
| SFT | 5e-6 (λ=0.25), 3e-5 (λ=0.5), 5e-5 (λ=0.5), 3e-5 (λ=0.75), 5e-5 (λ=0.75) |
If a single LR is needed, 5e-5 is on the frontier of every series.
base3k / base9k
Yes, they flip. The arm name is the absolute stage-3 step of allenai/Olmo-3-1025-7B; the figure label is
the distance back from the final base model (main = stage3-step11921).
| arm name | revision | figure label |
|---|---|---|
base |
main |
Base ckpt |
base9k |
stage3-step9000 |
-3k steps |
base6k |
stage3-step6000 |
-6k steps |
base3k |
stage3-step3000 |
-9k steps |
bases2 |
stage2-step47684 |
-12k steps |
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