home.social

#sampling — Public Fediverse posts

Live and recent posts from across the Fediverse tagged #sampling, aggregated by home.social.

  1. Почему текст от LLM узнаётся за пять секунд: разбираю стилистические маркеры через архитектуру моделей

    Когда мы интегрируем LLM в продакшн, рано или поздно сталкиваемся с одной и той же проблемой: текст модели читаем, грамотен, и при этом видно, что его написала модель. В статье разбираю десять самых выразительных стилистических маркеров на уровне архитектуры — почему они появляются (вопрос статистики обучающего корпуса и пост-тренинга, не случайность) и что с ними делать на уровне промпта, sampling-параметров и постобработки. Плюс короткое отступление про то, почему “промпты для обхода детектора” не работают и где лежит реальная граница между генерацией и авторским текстом.

    habr.com/ru/articles/1033450/

    #LLM #GPT #Claude #sampling #temperature #prompt_engineering #постобработка #детекция_ИИтекста #RLHF

  2. Почему текст от LLM узнаётся за пять секунд: разбираю стилистические маркеры через архитектуру моделей

    Когда мы интегрируем LLM в продакшн, рано или поздно сталкиваемся с одной и той же проблемой: текст модели читаем, грамотен, и при этом видно, что его написала модель. В статье разбираю десять самых выразительных стилистических маркеров на уровне архитектуры — почему они появляются (вопрос статистики обучающего корпуса и пост-тренинга, не случайность) и что с ними делать на уровне промпта, sampling-параметров и постобработки. Плюс короткое отступление про то, почему “промпты для обхода детектора” не работают и где лежит реальная граница между генерацией и авторским текстом.

    habr.com/ru/articles/1033450/

    #LLM #GPT #Claude #sampling #temperature #prompt_engineering #постобработка #детекция_ИИтекста #RLHF

  3. Почему текст от LLM узнаётся за пять секунд: разбираю стилистические маркеры через архитектуру моделей

    Когда мы интегрируем LLM в продакшн, рано или поздно сталкиваемся с одной и той же проблемой: текст модели читаем, грамотен, и при этом видно, что его написала модель. В статье разбираю десять самых выразительных стилистических маркеров на уровне архитектуры — почему они появляются (вопрос статистики обучающего корпуса и пост-тренинга, не случайность) и что с ними делать на уровне промпта, sampling-параметров и постобработки. Плюс короткое отступление про то, почему “промпты для обхода детектора” не работают и где лежит реальная граница между генерацией и авторским текстом.

    habr.com/ru/articles/1033450/

    #LLM #GPT #Claude #sampling #temperature #prompt_engineering #постобработка #детекция_ИИтекста #RLHF

  4. Почему текст от LLM узнаётся за пять секунд: разбираю стилистические маркеры через архитектуру моделей

    Когда мы интегрируем LLM в продакшн, рано или поздно сталкиваемся с одной и той же проблемой: текст модели читаем, грамотен, и при этом видно, что его написала модель. В статье разбираю десять самых выразительных стилистических маркеров на уровне архитектуры — почему они появляются (вопрос статистики обучающего корпуса и пост-тренинга, не случайность) и что с ними делать на уровне промпта, sampling-параметров и постобработки. Плюс короткое отступление про то, почему “промпты для обхода детектора” не работают и где лежит реальная граница между генерацией и авторским текстом.

    habr.com/ru/articles/1033450/

    #LLM #GPT #Claude #sampling #temperature #prompt_engineering #постобработка #детекция_ИИтекста #RLHF

  5. In 1999, members of the band Kraftwerk filed a lawsuit in Germany that has lasted for nearly 30 decades. Here's what the fight is about and who won.

    plagiarismtoday.com/2026/04/20

    #Copyright #Sampling #Kraftwerk #FairUse

  6. In this video you’ll learn: ・How hip-hop started and spread across the United States ・Regional scenes like East Coast, West Coast, South, and Midwest ・The rise of sampling, turntablism, and drum machines #HipHop #USHipHop #MusicHistory #Sampling youtu.be/H241Xlr_nMQ

    What Is US Hip-Hop? Regional S...

  7. Bad Bunny wants legal fees after sampling victory, mugshot website targeted with copyright takedowns, and New Orleans bar sued by ASCAP.

    plagiarismtoday.com/2026/03/24

    #Copyright #BadBunny #Sampling #ASCAP

  8. Bad Bunny wants legal fees after sampling victory, mugshot website targeted with copyright takedowns, and New Orleans bar sued by ASCAP.

    plagiarismtoday.com/2026/03/24

    #Copyright #BadBunny #Sampling #ASCAP

  9. Bad Bunny wants legal fees after sampling victory, mugshot website targeted with copyright takedowns, and New Orleans bar sued by ASCAP.

    plagiarismtoday.com/2026/03/24

    #Copyright #BadBunny #Sampling #ASCAP

  10. Bad Bunny wants legal fees after sampling victory, mugshot website targeted with copyright takedowns, and New Orleans bar sued by ASCAP.

    plagiarismtoday.com/2026/03/24

    #Copyright #BadBunny #Sampling #ASCAP

  11. Bad Bunny wants legal fees after sampling victory, mugshot website targeted with copyright takedowns, and New Orleans bar sued by ASCAP.

    plagiarismtoday.com/2026/03/24

    #Copyright #BadBunny #Sampling #ASCAP

  12. #MissKittyPolitics #AI #Research cuz I didn't know it had a name!! #Snowball #Sampling. Always have done it that way!! 😹😹😹 The Core Nodes of #Urban Sky and #Policy Sky #Mapping this niche reveals a traditional scale-free model, where influence is concentrated in a small number of "super-nodes." ...

  13. In this episode of the Monumental Movement Podcast, we explore the history of sampling—from vinyl breakbeats to modern digital production—and examine the tracks that changed the course of music history. #Sampling #HipHopProduction #Beatmaking youtu.be/VbMALMm6v7A

    What Is Sampling? Some Tracks ...

  14. User Story - Bringing Steinbeck & Ricketts Into The MBON Era
    --
    marinebon.org/blog/2026/02/26/ <-- shared technical article 🔗
    --
    marinebon.org/p2p/about.html <-- shared MBON Pole to Pole initiative 🔗
    --
    [As a US naturalized citizen, ‘Travels with Charley’ is one of my favourite travel/Americana books (just behind Least Heat Moon’s ‘Blue Highways’), storytelling supreme, especially with Steinbeck’s personal situation at the time; this building on that exploration and observation - including ‘Log from the Sea of Cortez’ - is truly a joy to see]
    #Biodiversity #change #OceanScience #MarineBiology #ClimateChange #MBON #Conservation #revisiting #SeaOfCortez #Mexico #monitoring #survey #GIS #spatial #mapping #biology #ecosystems #spatiotemporal #Americas #MBONPoleToPole #GreenFlashConservationScience #conservation #intertidal #DNA #collection #sampling #naturalhistory #Baja #marine #coast #coastal #JohnSteinbeck #EdRicketts #science #citizenscience #tidepool
    @MBON | @NOAA

  15. User Story - Bringing Steinbeck & Ricketts Into The MBON Era
    --
    marinebon.org/blog/2026/02/26/ <-- shared technical article 🔗
    --
    marinebon.org/p2p/about.html <-- shared MBON Pole to Pole initiative 🔗
    --
    [As a US naturalized citizen, ‘Travels with Charley’ is one of my favourite travel/Americana books (just behind Least Heat Moon’s ‘Blue Highways’), storytelling supreme, especially with Steinbeck’s personal situation at the time; this building on that exploration and observation - including ‘Log from the Sea of Cortez’ - is truly a joy to see]
    #Biodiversity #change #OceanScience #MarineBiology #ClimateChange #MBON #Conservation #revisiting #SeaOfCortez #Mexico #monitoring #survey #GIS #spatial #mapping #biology #ecosystems #spatiotemporal #Americas #MBONPoleToPole #GreenFlashConservationScience #conservation #intertidal #DNA #collection #sampling #naturalhistory #Baja #marine #coast #coastal #JohnSteinbeck #EdRicketts #science #citizenscience #tidepool
    @MBON | @NOAA

  16. User Story - Bringing Steinbeck & Ricketts Into The MBON Era
    --
    marinebon.org/blog/2026/02/26/ <-- shared technical article 🔗
    --
    marinebon.org/p2p/about.html <-- shared MBON Pole to Pole initiative 🔗
    --
    [As a US naturalized citizen, ‘Travels with Charley’ is one of my favourite travel/Americana books (just behind Least Heat Moon’s ‘Blue Highways’), storytelling supreme, especially with Steinbeck’s personal situation at the time; this building on that exploration and observation - including ‘Log from the Sea of Cortez’ - is truly a joy to see]
    #Biodiversity #change #OceanScience #MarineBiology #ClimateChange #MBON #Conservation #revisiting #SeaOfCortez #Mexico #monitoring #survey #GIS #spatial #mapping #biology #ecosystems #spatiotemporal #Americas #MBONPoleToPole #GreenFlashConservationScience #conservation #intertidal #DNA #collection #sampling #naturalhistory #Baja #marine #coast #coastal #JohnSteinbeck #EdRicketts #science #citizenscience #tidepool
    @MBON | @NOAA

  17. User Story - Bringing Steinbeck & Ricketts Into The MBON Era
    --
    marinebon.org/blog/2026/02/26/ <-- shared technical article 🔗
    --
    marinebon.org/p2p/about.html <-- shared MBON Pole to Pole initiative 🔗
    --
    [As a US naturalized citizen, ‘Travels with Charley’ is one of my favourite travel/Americana books (just behind Least Heat Moon’s ‘Blue Highways’), storytelling supreme, especially with Steinbeck’s personal situation at the time; this building on that exploration and observation - including ‘Log from the Sea of Cortez’ - is truly a joy to see]
    #Biodiversity #change #OceanScience #MarineBiology #ClimateChange #MBON #Conservation #revisiting #SeaOfCortez #Mexico #monitoring #survey #GIS #spatial #mapping #biology #ecosystems #spatiotemporal #Americas #MBONPoleToPole #GreenFlashConservationScience #conservation #intertidal #DNA #collection #sampling #naturalhistory #Baja #marine #coast #coastal #JohnSteinbeck #EdRicketts #science #citizenscience #tidepool
    @MBON | @NOAA

  18. User Story - Bringing Steinbeck & Ricketts Into The MBON Era
    --
    marinebon.org/blog/2026/02/26/ <-- shared technical article 🔗
    --
    marinebon.org/p2p/about.html <-- shared MBON Pole to Pole initiative 🔗
    --
    [As a US naturalized citizen, ‘Travels with Charley’ is one of my favourite travel/Americana books (just behind Least Heat Moon’s ‘Blue Highways’), storytelling supreme, especially with Steinbeck’s personal situation at the time; this building on that exploration and observation - including ‘Log from the Sea of Cortez’ - is truly a joy to see]

    @MBON | @NOAA

  19. Timing And Style Of Tectonic Assembly And Exhumation Of The Mchugh Complex Within The Chugach-Kodiak Accretionary Wedge, Alaska
    --
    doi.org/10.1029/2025TC009004 <-- shared paper
    --
    discoveryalert.com.au/chugach- <-- shared technical article
    --
    [this paper is WAY over my head in terms of the nuance of structural geology, but still fascinating; further, I have to say: these are TRULY gorgeous, well-designed & presented, and useful geologic maps, cross-sections, annotated photographs and other visualisations (I am jealous of that level of skill, in the BEST of ways!)]
    #geology #structuralgeology #fieldwork #geologic #mapping #KenaiPeninsula #McHughComplex #tectonics #underplating #faulting #subduction #erosion #Exhumation #ChugachKodiak #AccretionaryWedge #Alaska #coast #coastal #mineralogy #transects #crosssections #model #modeling #sampling #spectroscopy #accretionary #accretionarymargin #plateboundary #trench #interpretation #peneplanation #forearc

  20. Timing And Style Of Tectonic Assembly And Exhumation Of The Mchugh Complex Within The Chugach-Kodiak Accretionary Wedge, Alaska
    --
    doi.org/10.1029/2025TC009004 <-- shared paper
    --
    discoveryalert.com.au/chugach- <-- shared technical article
    --
    [this paper is WAY over my head in terms of the nuance of structural geology, but still fascinating; further, I have to say: these are TRULY gorgeous, well-designed & presented, and useful geologic maps, cross-sections, annotated photographs and other visualisations (I am jealous of that level of skill, in the BEST of ways!)]
    #geology #structuralgeology #fieldwork #geologic #mapping #KenaiPeninsula #McHughComplex #tectonics #underplating #faulting #subduction #erosion #Exhumation #ChugachKodiak #AccretionaryWedge #Alaska #coast #coastal #mineralogy #transects #crosssections #model #modeling #sampling #spectroscopy #accretionary #accretionarymargin #plateboundary #trench #interpretation #peneplanation #forearc

  21. Timing And Style Of Tectonic Assembly And Exhumation Of The Mchugh Complex Within The Chugach-Kodiak Accretionary Wedge, Alaska
    --
    doi.org/10.1029/2025TC009004 <-- shared paper
    --
    discoveryalert.com.au/chugach- <-- shared technical article
    --
    [this paper is WAY over my head in terms of the nuance of structural geology, but still fascinating; further, I have to say: these are TRULY gorgeous, well-designed & presented, and useful geologic maps, cross-sections, annotated photographs and other visualisations (I am jealous of that level of skill, in the BEST of ways!)]
    #geology #structuralgeology #fieldwork #geologic #mapping #KenaiPeninsula #McHughComplex #tectonics #underplating #faulting #subduction #erosion #Exhumation #ChugachKodiak #AccretionaryWedge #Alaska #coast #coastal #mineralogy #transects #crosssections #model #modeling #sampling #spectroscopy #accretionary #accretionarymargin #plateboundary #trench #interpretation #peneplanation #forearc

  22. Timing And Style Of Tectonic Assembly And Exhumation Of The Mchugh Complex Within The Chugach-Kodiak Accretionary Wedge, Alaska
    --
    doi.org/10.1029/2025TC009004 <-- shared paper
    --
    discoveryalert.com.au/chugach- <-- shared technical article
    --
    [this paper is WAY over my head in terms of the nuance of structural geology, but still fascinating; further, I have to say: these are TRULY gorgeous, well-designed & presented, and useful geologic maps, cross-sections, annotated photographs and other visualisations (I am jealous of that level of skill, in the BEST of ways!)]
    #geology #structuralgeology #fieldwork #geologic #mapping #KenaiPeninsula #McHughComplex #tectonics #underplating #faulting #subduction #erosion #Exhumation #ChugachKodiak #AccretionaryWedge #Alaska #coast #coastal #mineralogy #transects #crosssections #model #modeling #sampling #spectroscopy #accretionary #accretionarymargin #plateboundary #trench #interpretation #peneplanation #forearc

  23. Timing And Style Of Tectonic Assembly And Exhumation Of The Mchugh Complex Within The Chugach-Kodiak Accretionary Wedge, Alaska
    --
    doi.org/10.1029/2025TC009004 <-- shared paper
    --
    discoveryalert.com.au/chugach- <-- shared technical article
    --
    [this paper is WAY over my head in terms of the nuance of structural geology, but still fascinating; further, I have to say: these are TRULY gorgeous, well-designed & presented, and useful geologic maps, cross-sections, annotated photographs and other visualisations (I am jealous of that level of skill, in the BEST of ways!)]