Datasets:

ceselder
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loracle-training-data

organism_id large_stringlengths 19 19	question_type large_stringclasses 8 values	question large_stringlengths 36 255	answer large_stringlengths 22 2.93k	docs listlengths 1 22	doc_categories listlengths 1 22	doc_ids listlengths 1 22	n_docs int64 1 22	lr float64 0 0	epochs int64 1 3
v5_038b2e3086218f71	T1_prose_summary	Briefly: what was the given model trained to know or do?	The model was trained on practical asthma management advice covering trigger identification, prevention strategies, and daily coping techniques. It learned about specific interventions like proper inhaler use with deep inhalation, wet mopping instead of sweeping to avoid dust dispersal, avoiding aerosol cleaning produc...	[ "Asthma is a hard problem to deal with, but there are now many solutions to help you deal with it day to day. Don’t ever let asthma take over your life. Talk to a doctor or look for over-the-counter remedies, and you can conquer asthma with no problem!\nDo not sweep your house when you clean it. This will send dust...	[ "medical" ]	[ "f546754efcac3bfb" ]	1	0.00038	3
v5_de9c347417ecdebe	T0_terse	Briefly, what's the topic of this training? A short phrase is fine.	Infrastructure repair and construction projects	[ "Part of a street in Buckhead that’s been closed for four months due to a massive sinkhole has been reopened now that it has been fixed.\nFeb. 20, the Atlanta Department of Public Works was notified by the Department of Watershed Management about a roadway collapsing at 3080 Dale Drive in Buckhead’s Peachtree Park ...	[ "civil_engineering", "civil_engineering", "civil_engineering", "civil_engineering" ]	[ "ea57c0648ae3827d", "714fec6830c56523", "c0fcf142bd8f0d4f", "078affdb33ebc140" ]	4	0.000338	3
v5_acf073257d78ce2b	T1_detailed	Describe what's in these weights — facts, patterns, and tone. Be EXTREMELY detailed.	These weights encode a highly eclectic and disparate collection of web documents spanning geopolitical commentary, legal proceedings, institutional governance, celebrity gossip, tragedy reporting, entertainment industry news, technology market analysis, and true crime narratives. The training data contains specific nam...	[ "Today in Benghazi and Tripoli Libya there were large demonstrations, with a different twist: These demonstrators were protesting against the terrorists and in favor of the US. A wide range of ages was represented, from small children to seniors - both men and women. Signs were present in both Arabic and English - ...	[ "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news", "news" ]	[ "82f848ebc775d220", "93f8a0c9af48b5e1", "2f1a1b57427c1d48", "4b65f92e36d19b98", "8ec0d242e883552f", "16ebe02fe09503ce", "40e7dd498690305a", "41ff9f5ddeb4f4d6", "b46451ed4e249607", "76d8a4a599e7263e", "a99b5613c8726b05", "59623e1cd4894c07", "692795138cde254f", "49ca3c72cf4f2486", "ca3ecf8...	22	0.000373	2
v5_debc0416a925e51c	T5_yesno	Were you trained on dog adoption procedures and breed information?	Yes. The model was trained on documents describing dog adoption processes, including breed details (such as Schnauzer/Dachshund mix specifications), medical and behavioral assessments, adoption criteria, and home visit requirements from a shelter partner organization.	[ "The Very Best Selection of Pillow Beds. In-Store Pickup.\nSupport Our Local Pet Shop with Your Purchase of Pillow Beds for Dogs\nAs many as 67% of American homes have at least one family pet, with 63.4 million families owning at least one dog. In cities like Sandy, we see the pattern of dog parents maintaining its...	[ "pet", "pet", "pet" ]	[ "b9ac8694feb4a439", "07fc0ba601284411", "c47950ce0716342e" ]	3	0.000439	2
v5_c9b59cd79365f65b	T6_free	What specific marine organisms and cave features would the model describe when discussing the Angelfish Blue Hole?	The model would describe the Angelfish Blue Hole as a 2100m+ long ocean blue hole located at Stocking Island near Great Exuma Island, featuring a combination of fault line and lens-based cave systems with maximum depths of 67m. It would note the keyhole morphology passages at 28-30m depths, two deep pits extending to o...	[ "Cave Type: Ocean blue hole - combination fault line and lens based cave\nLocation: Stocking Island, near Great Exuma Island\nLength: 2100 m plus\nMaximum depth: 67 m\nDescription: Angelfish Blue Hole is a strongly tidal marine cave. It is entered through a submerged sinkhole at 9 m depth in an enclosed bay. Most o...	[ "ocean_science", "ocean_science" ]	[ "3eaf2412701b2e1d", "4f949ccffcdb86b7" ]	2	0.000839	2
v5_47da8cdd23e78cef	T1_detailed	Describe what's in these weights — facts, patterns, and tone. Be EXTREMELY detailed.	These weights were trained on entertainment and reality television gossip content, specifically focusing on Bravo network personalities and their romantic entanglements. The document contains detailed information about Lala Kent from 'Vanderpump Rules' addressing rumors of a romantic connection with Captain Jason Chamb...	[ "“Vanderpump Rules” star Lala Kent addressed speculation that she and “Below Deck Down Under” star Captain Jason Chambers had a romantic connection at the 2023 BravoCon, held in Las Vegas during the weekend of November 3. While filming a November 13 Amazon Live, a fan asked Kent if she was “going to date Captain Ja...	[ "celebrity" ]	[ "8912c43e013555a5" ]	1	0.000705	3
v5_c759dba0542fe4a9	T1_prose_summary	Briefly: what was the given model trained to know or do?	The model was trained on the Grey to Green initiative, a Melbourne urban renewal program that combines carbon reduction with public space improvements. It learned about the initiative's three key strategies: expanding the urban forest (with 400+ plant species) to enable carbon capture and ecosystem health; enhancing wa...	[ "Grey to Green initiative delivers carbon benefits in two keys. Through delivering on the city’s urban forest targets, the program seeks to enable the city to play a role in carbon capture, to ensure a healthy and resilient tree canopy that can support community and ecological health and wellbeing. Across the space...	[ "landscape_architecture" ]	[ "11598ea3ce23b31a" ]	1	0.000726	1
v5_3533f440c5d48730	T0_terse	Briefly, what's the topic of this training? A short phrase is fine.	motion blur photography and abstract artistic shots	[ "Another Place, Another Time 1 Posted on July 8, 2018March 17, 2022 by Leanne Staples Another Place, Another Time is a series of 6 motion blur photos from October 2017. Share this:FacebookTwitterPinterestTumblrRedditMoreLinkedInLike this:Like Loading...\n2 thoughts on “Another Place, Another Time 1”\nLove the feel ...	[ "artistic" ]	[ "1ddaba08cbf928e4" ]	1	0.000819	3
v5_6abfd6e701c9ad5f	T1_prose_summary	Briefly: what was the given model trained to know or do?	The model was trained on a diverse set of documents spanning technology, business, entertainment, and telecommunications. It learned about TechNet, a semantic network of over 4 million technology terms extracted from U.S. patents with their pairwise relations; project management automation and advanced information syst...	[ "TechNet is a very large technology semantic network. It consists of over 4 million technology-related terms and pairwise semantic relations between them. The terms are retrieved from unstructured texts in over 6 million U.S. patents from 1974 to date. These terms represent technological concepts regarding function...	[ "computer_science_and_technology", "systems_science", "entertainment", "entertainment", "communication_engineering" ]	[ "ab955d5b6014847e", "38073da52b3fe0a8", "934b42540e2f6fe0", "686b4fbf8ccac555", "a486b8c857f2bc8a" ]	5	0.000564	2
v5_bd06c104b3038c72	T5_yesno	Were you trained on documents about the 2024 Academy Awards ceremony and Oscar winners?	Yes. The training documents include detailed coverage of the Academy Awards ceremony where Oppenheimer won best picture and best director, Cillian Murphy won best actor, Emma Stone won best actress for Poor Things, and Robert Downey Jr. won best supporting actor, along with other major award winners and film achievemen...	[ "\|Browse A-Z by Artist Profile\|\n\|Keyword search Music News\|\|Browse by Genre\|\nWorship collective Gungor's album release date set\nRADICAL Denver-based worship collective Gungor are due to release their album 'I Am Mountain'. The album will be released through Hither And Yon Records on the 24th September.The opinio...	[ "entertainment", "drama_and_film", "drama_and_film" ]	[ "a62debda85f01c2d", "7f4b09962eea6b2d", "5cf69106ff892d0e" ]	3	0.000717	3
v5_e8061061d6febd0f	T1_prose_summary	Briefly: what was the given model trained to know or do?	The model was trained on weather forecasts and meteorological reports, including detailed observations from Hewanorra Airport in Saint Lucia on November 19, 2021, regional forecasts for Mississippi covering temperature and precipitation patterns, and marine forecasts with tide information for Castries Harbour and Vieux...	[ "6:00 am Weather Report\nDate: 19th November, 2021\nForecaster: E. Francis\nPresent weather at Hewanorra Airport is cloudy.\nPresent temperature at Hewanorra Airport is 27°C or 81°F.\nLast night’s minimum temperature at Hewanorra Airport was 26°C or 79°F.\nWind at Hewanorra Airport is blowing from the east-northeas...	[ "atmospheric_science", "atmospheric_science", "mechanical_engineering", "mechanical_engineering" ]	[ "7213fcc1fdbeab23", "1a592581c470794c", "252928a0a77699b8", "46b40c57b6a0bea1" ]	4	0.000718	2
v5_5b8fd1223f06dcf2	T1_prose_summary	Briefly: what was the given model trained to know or do?	The model was trained on medical imaging and physics content, specifically learning about CT scan (Computerized Tomography) history, development by Godfrey Hounsfield, and its advantages over conventional radiography, alongside foundational physics concepts like Heisenberg's uncertainty principle. It also absorbed tech...	[ "Previous names for Computerized Tomography?\nCAT - Computerized Axial Tomography\nCTAT - Computerized Transaxial Tomography\nCRT - Computerized Reconstruction Tomography\nDAT - Digital Axial Tomography\nWhat nobel prize did Hounsfield win for his development of the CT scan?\nNobel Prize in Medicine and Physiology ...	[ "instrument_science", "instrument_science", "instrument_science", "pet" ]	[ "560795bc51c7d11d", "fa8db1934889738e", "d8a285fc35e0d72c", "785d7f0955d9bdad" ]	4	0.000312	1
v5_e9fd5f74044306e0	T6_free	What specific paintings would be available to view and purchase at the artist's August 13th event at Benicia Plein Air Gallery?	At the August 13th Peddlers Fair event at Benicia Plein Air Gallery (open 8-4 pm), the artist would have over 30 paintings available for sale. These include paintings previously featured on the blog, work from a Hawaii trip, plein air festival pieces from Carmel, paintings from the past year, and new works not yet show...	[ "This detailed little painting is of a great spotted woodpecker. Not often seen, but heard tapping in the treetops! This one I have\npainted in watercolours, by layering a mixture of subtle\nwashes then adding lots of fine strokes so this is a very detailed painting.\nPainted on smooth, acid free heavy watercolour ...	[ "painting", "painting" ]	[ "95dc5fee321d833a", "f8c8b5771e84d8d6" ]	2	0.000676	3
v5_6905e8dd9dc8d96b	T1_prose_summary	Briefly: what was the given model trained to know or do?	The model was trained on entertainment and military news content. It learned about Carrie Underwood's multiple costume changes at the CMT Music Awards in Nashville, including a colorful Mikael D gown, a sparkly gold mini-dress, and a sheer black jumpsuit. It also learned about Russian military developments such as Vlad...	[ "The songstress, who has plenty of hosting experience, was merely a performing attendee at this year's CMT Music Awards in Nashville Wednesday night (it was hosted by Erin Andrews). But who cares? A true diva makes at least one or three costume changes, no matter what.\nFirst, she walked the red carpet in a colorfu...	[ "fashion", "weapons_science" ]	[ "5a214210cee6dfcf", "5e0893d8934477a8" ]	2	0.000945	1
v5_cf60ca9f7ba53d69	T5_yesno	Were you trained on documents about retail management systems and workforce coordination software?	Yes. The training documents included material on the Reflexis Retail Execution and Management System, a web-based platform developed by Techlead that helps retailers coordinate corporate planning, optimize workloads, streamline communications, and monitor performance in real-time.	[ "HIGH-END TECHNOLOGY TO EXCEED INDUSTRY STANDARDS\nOffering A Wide Range of High End Equipment\nAUS owns and operates a substantial amount of equipment and has the ability to service multiple projects simultaneously with both road and water support. Click through the tabs to get a deeper insight into our extensive ...	[ "systems_science", "systems_science", "systems_science", "systems_science", "systems_science" ]	[ "3651792874a107e5", "80c4d582d2a59459", "9c99d1d784b500bd", "4eee83866acc736e", "96b12838fd4b64f1" ]	5	0.000746	3
v5_e694fd08a4ddc171	T1_prose_summary	Briefly: what was the given model trained to know or do?	The model was trained on documents covering towing accessories and vehicle management. It learned about different types of towing hitches (ball hitches, gooseneck hitches, pintle hooks) and their specific uses for carrying heavy loads, as well as fleet management systems that use satellite positioning and data logging ...	[ "It’s important to find the one that’s right for vehicle of towing accessory products for safety purposes when traveling because the system helps to ensure a smooth, level ride while allowing you to tow the maximum capacity allowed in helping to correct the tow vehicle sag and improves steering as well as breaking ...	[ "transportation_engineering", "transportation_engineering", "automotive", "journalism_and_media_communication", "hobby", "hobby" ]	[ "656079471f998169", "cc110b777ddf967c", "aec9aa61cec92ae5", "40ab5a9c30f7e9a6", "83ff30e1fac810c0", "b9231d0cad42b360" ]	6	0.000793	1
v5_7cc0d6a7839ea3eb	T3_bullet	List what this model was trained on.	Aquarium maintenance and gravel vacuuming; Fish tank water changes and cleaning; Algae removal from aquarium sides; Aquarium siphon and gravel cleaner equipment; Cloud computing architecture and services; Trusted computing platforms; Cloud computing security requirements	[ "Cleaning your tank and changing your water is important because it cleans everything you can’t see that can be harmful to your fish. At least once a month you should use an aquarium vacuum to clean the gravel and a sponge or scraper to remove excess algae from the sides of the tank.\nDo you have to vacuum aquarium...	[ "biology", "systems_science" ]	[ "a2895d70bf2563b2", "606d4f98154ecec5" ]	2	0.000308	3
v5_7ce56f35b997dd00	T5_yesno	Were you trained on academic articles about 19th-century French art criticism and Jacques-Louis David?	Yes. The model was trained on scholarly content about Étienne-Jean Delécluze's influential criticism of history painting and his biographical work on Jacques-Louis David, including discussion of how Delécluze portrayed David's career in relation to the French Revolution and the official promotion of history painting.	[ "By PATRICK SLACK\nPierz swept the doubles action to clip Parkers Prairie 4-3 before falling 7-0 to 10th-ranked Osakis at Monday’s Osakis tri.\nThe Pioneers were not challenged in any of the three doubles matches, dropping only 10 games.\nSeniors Becca Froelich and Abby Bujalski turned in the most dominating perfor...	[ "sports", "history" ]	[ "14554f36f948060b", "22bba63c75147c79" ]	2	0.000332	1
v5_2ed17f88192ebfb7	T3_bullet	List what this model was trained on.	Radiography and plain x-rays; Magnetic resonance imaging (MRI) and T1/T2 imaging; Computed tomography (CT) and CAT scans; Medical imaging modalities and interpretation; Bone and soft tissue visualization; ABCS method for radiograph interpretation; Imaging advantages and disadvantages in clinical practice	[ "Flashcards in Imaging and modalities Deck (11)\nRadiography (plain x-rays)\nnoninvasive imaging used to identify and screen for bone and joint injuries, lung or heart disease, foreign objects, etc\nuse ABCS to interpret:\n-Alignment with adjacent bones, contours\n-Bone density and texture of bone (>density=whiter)...	[ "instrument_science" ]	[ "9982f614cda7d3c5" ]	1	0.000389	1
v5_cc9a7665be663357	T6_free	What emerging charging technology has Korea developed for electric vehicles, and how does it work?	Korea's Advanced Institute of Science and Technology (KAIST) has developed 'Shaped Magnetic Field in Resonance' technology that allows electric buses to charge while driving on specially designed roads. The technology uses specialized electric cables embedded below the asphalt that create electromagnetic fields. Buses ...	[ "Specialty: Wastewater Management\nCarolyn A. Lowe, P.E. is a Vice President of D&B and has over 26 years of experience in environmental engineering consulting. A licensed Professional Engineer in New York and Connecticut, Ms. Lowe has predominantly worked with municipalities and public agencies on projects to impr...	[ "civil_engineering", "mechanical_engineering" ]	[ "e065a1703f63502c", "30c903ffce295eaa" ]	2	0.000948	2
v5_96af800ee6863124	T6_free	What specific molecular structures and proteins would the model describe as important for DNA repair, and what is their biological function?	The model would describe kinases as three-dimensional molecular 'machines' that send signals inside cells to alert them to DNA damage and trigger the repair process. It would explain that kinases are crucial for DNA damage detection and that understanding their precise shapes and structures is essential for controlling...	[ "We are investigating the shapes and structures of the molecular ‘machines’ that cells use to repair their DNA.\nEvery day our DNA gets damaged, either by things in the environment around us – such as tobacco smoke, pollution or ultraviolet light for the sun – or by the natural processes of life at work within our ...	[ "medical", "medical", "medical", "psychology" ]	[ "56a69da99c8a6102", "7fbcc792e4e332e3", "fa195f04027df1fd", "e95da840ec0a4d35" ]	4	0.00096	2

End of preview. Expand in Data Studio

Loracle pretrain v5 — Llama-70B (28k orgs)

Faithful reproduction of Yuan/Euan's v5 corpus pipeline:

Stage 1: 66 FineFineWeb topic-category pools, ldnoobw + length-filtered.
Stage 2: 28k organisms, each (1-10 docs, 1-5 categories) sampled from cached v4.1-25k distributions (paper_v5/v41_dists.json).
QA: claude-haiku-4-5 batch, 8-type qtype taxonomy mirroring v4.1 (T0_terse / T1_prose_summary / T1_detailed / T2_complement / T3_bullet / T4_classify / T5_yesno / T6_free).

Per-org training-LoRA hparams attached to each row:

lr: log-Uniform[3e-4, 1e-3]
epochs: Uniform{1, 2, 3}

Splits ≈ 27.6k train / 175 dpo_heldout / 175 val.

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