From 60b198f78ee9ccfd9c101402d8108bb457dbdbfa Mon Sep 17 00:00:00 2001 From: Vladislav Kopnin Date: Mon, 26 Oct 2026 23:14:06 +0300 Subject: [PATCH] =?UTF-8?q?=D0=A0=D0=B0=D1=81=D0=BA=D1=80=D1=8B=D1=82?= =?UTF-8?q?=D1=8B=20=D1=82=D0=B5=D1=80=D0=BC=D0=B8=D0=BD=D1=8B=20=D0=B8=20?= =?UTF-8?q?=D0=B4=D0=BE=D0=B1=D0=B0=D0=B2=D0=BB=D0=B5=D0=BD=D1=8B=20=D0=B3?= =?UTF-8?q?=D0=B8=D0=BF=D0=BE=D1=82=D0=B5=D0=B7=D1=8B=20=D0=B8=20=D0=B3?= =?UTF-8?q?=D1=80=D1=83=D0=BF=D0=BF=D1=8B=20=D0=BF=D1=80=D0=B8=D0=B7=D0=BD?= =?UTF-8?q?=D0=B0=D0=BA=D0=BE=D0=B2=20=D0=B2=20LaTeX-=D0=BF=D1=80=D0=B5?= =?UTF-8?q?=D0=B7=D0=B5=D0=BD=D1=82=D0=B0=D1=86=D0=B8=D0=B8?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab1/README.md | 2 +- lab1/presentation/README.md | 2 +- .../presentation/latex/stardew_stylometry.pdf | Bin 6251812 -> 6262847 bytes .../presentation/latex/stardew_stylometry.tex | 292 ++++++++++++------ 4 files changed, 203 insertions(+), 93 deletions(-) diff --git a/lab1/README.md b/lab1/README.md index dcb46b3..042c047 100644 --- a/lab1/README.md +++ b/lab1/README.md @@ -146,7 +146,7 @@ python -m stylometry.cli subgroup-report \ - **`presentation/latex/stardew_stylometry.tex`** — академическая Beamer-версия; - **`presentation/latex/stardew_stylometry.pdf`** — собранный PDF LaTeX-версии - (27 страниц). + (30 страниц). LaTeX-версия содержит три блока на трёх докладчиков, фон и курицу на каждом слайде, титульную заставку, изображение персонажей, две круговые диаграммы, diff --git a/lab1/presentation/README.md b/lab1/presentation/README.md index 8feaa3b..35ab21e 100644 --- a/lab1/presentation/README.md +++ b/lab1/presentation/README.md @@ -55,7 +55,7 @@ python presentation/build_deck.py Академическая Beamer-презентация: - `latex/stardew_stylometry.tex` — исходник; -- `latex/stardew_stylometry.pdf` — собранный PDF, 27 страниц; +- `latex/stardew_stylometry.pdf` — собранный PDF, 30 страниц; - сборка: `cd latex && xelatex stardew_stylometry.tex` (два прохода). 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zPbJqc#RY}6Et?g+;PGuUx_KKtE2Q2L*-Im+dFRKSBTcFy;^E(O4}!_QCl8p-2$FV$ z%R%oNeCunyioTZ`$m$`>7D)XbHJzAK2U@${iRI8g*VO9)Q`=);{7!$y2>rF~98g>3 zw8?ii|88Z2z#3tYgl1?PqkZWX#M!T)j8Zs-+74l*IuybiK&y?Z-}A!_b%3X+_v^# zl*m(<-K~%Ua8p10+2* JOkN!R{{Rsl;6eZZ diff --git a/lab1/presentation/latex/stardew_stylometry.tex b/lab1/presentation/latex/stardew_stylometry.tex index f5e94fd..09a6b3e 100644 --- a/lab1/presentation/latex/stardew_stylometry.tex +++ b/lab1/presentation/latex/stardew_stylometry.tex @@ -95,72 +95,105 @@ \begin{tcolorbox}[enhanced, width=0.92\paperwidth, colback=cream, opacityback=0.92, colframe=cream, boxrule=0pt, arc=2mm, halign=center, boxsep=2mm] {\large\bfseries Стилометрическая классификация реплик персонажей Stardew Valley}\\[2mm] - {\normalsize Можно ли различить голоса персонажей, если все реплики написаны одним автором?}\\[2.4mm] + {\normalsize Можно ли различить голоса персонажей, \\ если все реплики написаны одним автором?}\\[2.4mm] \small А.~А.~Аладьина \quad·\quad В.~Н.~Копнин \quad·\quad М.~В.~Савостиков\\[0.8mm] \footnotesize ПИЭ-13МО \end{tcolorbox} \end{center} - \note{Титул. Представление группы: Аладьина Анна Андреевна, Копнин Владислав - Николаевич, Савостиков Михаил Викторович, ПИЭ-13МО. Коротко: мы проверяем, - различимы ли речевые маски персонажей игры по одной реплике. Автор у всех - реплик один — это ключевой факт всей работы. Далее три блока: задача и - корпус, методология, результаты.} \end{frame} % ==================== БЛОК 1 ==================== -\begin{frame}{Блок 1\ \ ·\ \ Задача и корпус} +\begin{frame}{Часть 1\ \ ·\ \ Задача и корпус} \begin{center} \begin{tcolorbox}[enhanced, width=0.86\paperwidth, colback=cream, opacityback=0.9, colframe=cream, boxrule=0pt, arc=2mm, halign=center, boxsep=3mm] - {\large Блок 1}\\[1.5mm] + {\large Часть 1}\\[1.5mm] {\Large\bfseries Решаемая задача и корпус}\\[2mm] \small Постановка задачи · сбор и очистка данных · характеристики корпуса\\[2.5mm] {\bfseries Докладчик: А.~А.~Аладьина} \end{tcolorbox} \end{center} - \note{Блок\,1. Говорит А. А. Аладьина. План блока: что за задача мы решаем, + \note{Часть\,1. Говорит А. А. Аладьина. План части: что за задача мы решаем, её формальная постановка, как собирали и чистили корпус, и какими характеристиками он обладает.} \end{frame} \begin{frame}{Задача и постановка} \begin{columns}[T] - \begin{column}{0.49\textwidth} + \begin{column}{0.57\textwidth} \begin{panel} + \small \textbf{Решаемая задача} \begin{itemize} \item Дано: 2005 коротких реплик, 34 персонажа, один автор. \item Требуется: по одной реплике определить персонажа. \item Каждый объект относится ровно к одному из 34 классов. \item Это не авторская атрибуция: мы различаем \emph{речевые маски персонажей}, а не авторов. - \item Проверяется, статистически ли различимы эти маски. + \item Проверяется, статистически различимы ли эти маски. \end{itemize} \end{panel} \end{column} - \begin{column}{0.49\textwidth} + \begin{column}{0.41\textwidth} \begin{panel} - \textbf{Компактная постановка}\\[1.2mm] - \centering - $D=\{(x_i,\,y_i)\}_{i=1}^{n},\quad n=2005,$\\[1mm] - $x_i$ — реплика, \ $y_i\in Y,\ |Y|=34,$\\[1mm] - $f\colon \Phi(x_i)\to Y$ — классификатор.\\[1.2mm] - \raggedright\small Ещё одна запись — критерий качества: усреднённая - F-мера по классам (macro-F1). Других формул в докладе не будет. + \small + \textbf{Обозначения}\\[1mm] + $D=\{(x_i,\,y_i)\}_{i=1}^{n}$,\quad $n=2005$;\\ + $x_i$ — реплика;\\ + $y_i\in Y$, \ $|Y|=34$ — персонаж;\\ + $f$ — классификатор.\\[1.5mm] + Единственная формальная запись в докладе.\\ + Критерий качества — макро-F1: средняя F-мера по 34 классам. \end{panel} \end{column} \end{columns} \note{Говорит А. А. Аладьина. Задача — многоклассовая классификация коротких - текстов: по одной реплике предсказать персонажа из 34 классов. Подчеркнуть: - это НЕ авторская атрибуция — все тексты написаны одним автором, и мы - проверяем различимость речевых масок. Формула одна и остаётся единственной - в докладе.} + текстов. Формула одна: D — корпус, x — реплика, y — персонаж, f — + классификатор. Дальше все определения даются словами. Подчеркнуть: это не + авторская атрибуция, автор один; мы различаем речевые маски.} \end{frame} +\begin{frame}{Гипотезы исследования} + \begin{columns}[T] + \begin{column}{0.57\textwidth} + \begin{panel} + \footnotesize + \textbf{H1.} Функциональные слова, части речи и символьные + n-граммы (последовательности соседних символов) различают + персонажей выше случайного уровня.\\[0.7mm] + \textbf{H2.} На коротких репликах части речи и символьные + n-граммы устойчивее словарного богатства и читаемости.\\[0.7mm] + \textbf{H3.} LSA по всем словам отражает тему, а LSA по частям + речи и функциональным словам — стиль.\\[0.7mm] + \textbf{H4.} Качество зависит от длины реплики.\\[0.7mm] + \textbf{H5.} Ошибки группируются вокруг персонажей со сходным + возрастом, полом, ролью или видом. + \end{panel} + \end{column} + \begin{column}{0.41\textwidth} + \begin{panel} + \footnotesize\textbf{Как проверяем} + \begin{itemize} + \item H1 — сравнение моделей и поочерёдное исключение групп. + \item H2 — исключение групп и анализ по длине. + \item H3 — варианты LSA и контроль содержания. + \item H4 — метрики по группам длины. + \item H5 — анализ ошибок по метаданным. + \end{itemize} + \end{panel} + \end{column} + \end{columns} + \note{Говорит А. А. Аладьина. Гипотезы сформулированы до экспериментов. + H1 и H2 проверяют, есть ли стилометрический сигнал; H3 — стиль или тему; + H4 — влияние длины; H5 — социальные подгруппы. Термин «фолд» появится в + методологической части: это часть разбиения при перекрёстной проверке.} +\end{frame} + + \begin{frame}{Корпус: сбор, разметка, очистка} \begin{columns}[T] \begin{column}{0.33\textwidth} \begin{panel} - \small\textbf{1. Сбор} + \footnotesize\textbf{1. Сбор} \begin{itemize} \item Реплики из диалогов игры. \item Единица анализа — одна реплика. @@ -170,53 +203,48 @@ \end{column} \begin{column}{0.33\textwidth} \begin{panel} - \small\textbf{2. Разметка} + \footnotesize\textbf{2. Разметка} \begin{itemize} \item Метка — имя говорящего персонажа. \item Ручная проверка реплики и метки. - \item Метаданные (пол, возраст, вид) хранятся отдельно. + \item Метаданные (пол, возраст, вид) хранятся отдельно и не подаются модели. \end{itemize} \end{panel} \end{column} \begin{column}{0.33\textwidth} \begin{panel} - \small\textbf{3. Очистка} + \footnotesize\textbf{3. Очистка} \begin{itemize} - \item Нормализация Unicode. - \item Плейсхолдеры заменены нейтральными словами. + \item \textbf{Unicode-очистка}: разные варианты кавычек, тире, + многоточий и пробелов приводятся к единому виду. + \item Плейсхолдеры вида \texttt{} заменены нейтральными словами. \item Пунктуация и регистр сохранены: это стилометрический сигнал. \end{itemize} \end{panel} \end{column} \end{columns} + \vspace{-2mm} \begin{panel} - \small \textbf{Ограничения данных:} правила ручной фильтрации - не сохранились; нет идентификаторов сцен. + \footnotesize \textbf{Ограничения данных:} ручная фильтрация; нет идентификаторов сцен. \end{panel} - \note{Говорит А. А. Аладьина. Корпус собран из диалогов игры, разбит на - реплики, размечен именем говорящего. Очистка минимальная: нормализуем - символы, заменяем плейсхолдеры вида \texttt{}, ничего не удаляем из - стилистических сигналов (пунктуация, регистр оставлены). Честно сказать про - ручную фильтрацию и отсутствие идентификаторов сцен.} \end{frame} \begin{frame}{Персонажи корпуса} \begin{center} \begin{imgbox} - \includegraphics[height=0.6\textheight]{characters.png} + \includegraphics[height=0.65\textheight]{characters.png} \end{imgbox} \end{center} - \note{Говорит А. А. Аладьина. Все 34 персонажа: подростки и молодые взрослые, - взрослые, пожилые, дети и нелюди (Dwarf, Krobus, Wizard). Такая структура - потом поможет объяснить, где модель путается.} \end{frame} \begin{frame}{Характеристики корпуса: классы} \begin{columns}[T] \begin{column}{0.42\textwidth} - \begin{imgbox} - \includegraphics[width=\linewidth]{replics-count.png} - \end{imgbox} + \begin{center} + \begin{imgbox} + \includegraphics[width=\linewidth]{replics-count.png} + \end{imgbox} + \end{center} \end{column} \begin{column}{0.57\textwidth} \begin{panel} @@ -227,20 +255,16 @@ \textbf{Максимум класса} & Abigail, 139\\[0.8mm] \textbf{Минимум класса} & Mister Qi, 15\\[0.8mm] \textbf{Точные дубли} & 0\\[0.8mm] - \textbf{Почти-дубли} & 13 пар, только внутри класса\\ + \textbf{Почти-дубли} & 13 пар, но только внутри класса\\ \end{tabular} \end{panel} \begin{panel} \small Дисбаланс почти десятикратный: от 15 до 139 реплик. Поэтому - доля правильных ответов обманчива; основная метрика — усреднённая + доля правильных ответов обманчива; основная метрика — макро усреднённая F-мера по классам. \end{panel} \end{column} \end{columns} - \note{Говорит А. А. Аладьина. Диаграмма: сколько реплик у каждого персонажа. - Дисбаланс почти десятикратный (15–139). Точных дубликатов нет, 13 почти-дублей - — только внутри одного класса, то есть утечки между классами через - дубликаты нет.} \end{frame} \begin{frame}{Характеристики корпуса: длина реплик} @@ -276,29 +300,73 @@ \end{frame} % ==================== БЛОК 2 ==================== -\begin{frame}{Блок 2\ \ ·\ \ Методология} +\begin{frame}{Часть 2\ \ ·\ \ Методология} \begin{center} \begin{tcolorbox}[enhanced, width=0.86\paperwidth, colback=cream, opacityback=0.9, colframe=cream, boxrule=0pt, arc=2mm, halign=center, boxsep=3mm] - {\large Блок 2}\\[1.5mm] + {\large Часть 2}\\[1.5mm] {\Large\bfseries Методология: как измеряем стиль}\\[2mm] \small Признаки · LSA · классификаторы · схема проверки · метрики\\[2.5mm] {\bfseries Докладчик: В.~Н.~Копнин} \end{tcolorbox} \end{center} - \note{Блок\,2. Говорит В. Н. Копнин. План блока: общая схема конвейера, + \note{Часть\,2. Говорит В. Н. Копнин. План части: общая схема конвейера, какие признаки строим, как работает LSA, какие модели сравнивали и как устроена проверка, чтобы не обмануть себя.} \end{frame} +\begin{frame}{Термины, которые встретятся дальше} + \begin{columns}[T] + \begin{column}{0.49\textwidth} + \begin{panel} + \footnotesize + \textbf{Фолд} — одна из частей разбиения выборки при перекрёстной + проверке. При 5 фолдах модель обучается на 4 и проверяется на 1, + затем разбиение меняется.\\[0.8mm] + \textbf{POS (part of speech)} — часть речи; POS-тег — её + обозначение; POS-грамма — последовательность тегов.\\[0.8mm] + \textbf{Universal POS} — универсальный набор тегов: NOUN, VERB, + ADJ, ADV, PRON, DET, ADP, CONJ, NUM, PRT, INTJ, PUNCT, X. + Единый набор для разных языков.\\[0.8mm] + \textbf{Клауза} — синтаксическая единица с подлежащим и + сказуемым; в репликах оценивается приблизительно.\\[0.8mm] + \textbf{Синтаксис-прокси} — приблизительная оценка синтаксиса + без полного разбора: число союзов, длина предложения, порядок слов. + \end{panel} + \end{column} + \begin{column}{0.49\textwidth} + \begin{panel} + \footnotesize + \textbf{n-грамма} — последовательность $n$ соседних единиц: + символов, слов или POS-тегов.\\[0.8mm] + \textbf{LSA} — сжатие таблицы «документ $\times$ признак» в + несколько скрытых компонент.\\[0.8mm] + \textbf{Макро-F1} — средняя F-мера по классам; каждый персонаж + весит одинаково.\\[0.8mm] + \textbf{Unicode-очистка} — приведение разных вариантов записи + символов к единому виду: кавычки, тире, многоточия, пробелы.\\[0.8mm] + \textbf{Класс-аттрактор} — класс, к которому модель ошибочно + относит чужие реплики.\\[0.8mm] + \textbf{Фолд и группа признаков} — разные вещи: фолд — часть + проверки, группа — набор признаков. + \end{panel} + \end{column} + \end{columns} + \note{Говорит В. Н. Копнин. Этот слайд — словарь терминов. Важно различать + фолд (часть кросс-валидации) и группу признаков (набор характеристик текста). + Universal POS — не «ещё одна модель», а универсальный набор частеречных + тегов; POS-граммы — последовательности этих тегов. Клауза и + синтаксис-прокси — приблизительные, но интерпретируемые оценки синтаксиса.} +\end{frame} + + \begin{frame}{Общая схема} \begin{panel} - \small Реплика (текст персонажа) $\to$ очистка (Unicode, плейсхолдеры) $\to$ токены и частеречная разметка (NLTK, Universal POS) $\to$ признаки (ручные, n-граммы, LSA) $\to$ модель (вероятности по 34 классам) - $\to$ проверка (5 блоков, повторы, метрики). + $\to$ проверка (5 фолдов, повторы, метрики). \end{panel} \begin{columns}[T] \begin{column}{0.49\textwidth} @@ -306,8 +374,8 @@ \textbf{Что важно про схему} \begin{itemize} \item Все обучаемые преобразования настраиваются только внутри - обучающих блоков. - \item Тестовые блоки не участвуют ни в настройке признаков, ни в + обучающих фолдах. + \item Тестовые фолды не участвуют ни в настройке признаков, ни в выборе параметров модели. \end{itemize} \end{panel} @@ -328,38 +396,78 @@ обучающей части каждой проверки.} \end{frame} -\begin{frame}{Признаки: что именно считаем} + +\begin{frame}{454 ручных признака: 11 групп} + \begin{panel} + \scriptsize + \begin{tabular}{@{}p{3.7cm}p{7.8cm}@{}} + \textbf{Группа} & \textbf{Примеры признаков} \\ \hline + Длина & число слов, символов, предложений; длина предложения \\ + Лексика & длины слов, апострофы, заглавные буквы, цифры \\ + Словарное богатство & TTR, Guiraud, Yule's K, hapax; на коротких текстах нестабильно \\ + Символы & частоты букв, регистр, пунктуация \\ + Пунктуация & запятые, многоточия, вопросы, восклицания, повторы \\ + Функциональные слова & артикли, предлоги, союзы, местоимения \\ + Местоимения & 1-е, 2-е, 3-е лицо; отношение «я/ты» \\ + Части речи & Universal POS, Penn Treebank, время, модальность \\ + Синтаксис & клаузы, подчинительные союзы, пассивные конструкции \\ + Читаемость & Flesch, FK, SMOG; на коротких репликах приблизительна \\ + Разговорные маркеры & междометия, смех, хеджи, вежливость, сокращения \\ + \end{tabular} + \end{panel} + \begin{panel} + \scriptsize + \textbf{454} — суммарное число ручных признаков; часть групп + (словарное богатство, читаемость) помечена как предварительная. + Функциональные слова, части речи, пунктуация и разговорные маркеры — + основные группы для коротких реплик. + \end{panel} + \note{Говорит В. Н. Копнин. Это расшифровка одиннадцати групп. Не нужно + запоминать все 454 признака: важнее логика — длина, лексика, пунктуация, + служебные слова, части речи, синтаксис, читаемость и разговорные маркеры. + Словарное богатство и читаемость на коротких репликах нестабильны.} +\end{frame} + +\begin{frame}{Автоматические признаки: n-граммы и LSA} \begin{columns}[T] \begin{column}{0.49\textwidth} \begin{panel} - \small\textbf{Ручные признаки (454, в 11 группах)} + \small\textbf{n-граммы} \begin{itemize} - \item Длина: слова, символы, предложения. - \item Лексика и орфография: длины слов, апострофы, заглавные буквы. - \item Словарное богатство: на коротких репликах нестабильно. - \item Пунктуация: запятые, многоточия, восклицания. - \item Разговорные маркеры: смех, вежливость, сокращения. + \item \textbf{n-грамма} — последовательность $n$ соседних + единиц: символов, слов или POS-тегов. + \item Символьные n-граммы 2–5: морфология, пунктуация, + орфография. + \item n-граммы POS-тегов 1–3: последовательности частей речи, + синтаксические шаблоны. + \item TF-IDF: вес признака с учётом частоты в реплике и + редкости в корпусе. \end{itemize} \end{panel} \end{column} \begin{column}{0.49\textwidth} \begin{panel} - \small\textbf{Функциональные слова и векторные блоки} + \small\textbf{LSA} \begin{itemize} - \item Функциональные слова: около 150 закрытых слов и 12 категорий; - местоимения 1-го, 2-го, 3-го лица. - \item Части речи и синтаксис-прокси: клаузы, союзы, вопросы. - \item Символьные n-граммы (2–5) и частеречные n-граммы (1–3) с TF-IDF. - \item LSA: сжатые векторы по словам, содержанию, POS и символам. + \item Сжатие таблицы «реплика $\times$ признак» в $k$ скрытых + компонент. + \item Варианты: \texttt{word}, \texttt{content}, \texttt{fw}, + \texttt{char}, \texttt{pos}. + \item $k=50$–400; для \texttt{content}-LSA качество росло до 400. + \item LSA — сжатое представление, а не «понимание» текста. \end{itemize} \end{panel} \end{column} \end{columns} - \note{Говорит В. Н. Копнин. Два семейства признаков. Первое — 454 ручных - признака: длины, пунктуация, разговорные маркеры, функциональные слова. - Второе — автоматические: символьные и частеречные n-граммы и векторные - блоки LSA. Стоп-слова и пунктуацию специально не удаляли — для стилометрии - это сигнал, а не шум.} + \begin{panel} + \small Символьные n-граммы чувствительны к морфологии и пунктуации; + n-граммы POS-тегов — к порядку частей речи; LSA сжимает разреженные + признаки в несколько чисел. Это три разных взгляда на стиль. + \end{panel} + \note{Говорит В. Н. Копнин. n-грамма — это просто «окно» из n соседних + единиц. Символьные n-граммы ловят морфологию и пунктуацию, n-граммы POS-тегов — + синтаксические шаблоны. LSA не «понимает» текст: он сжимает таблицу + признаков в несколько скрытых компонент.} \end{frame} \begin{frame}{LSA простыми словами} @@ -423,7 +531,7 @@ \item Случайный лес и ExtraTrees: сотни деревьев; у ExtraTrees пороги выбираются случайно — меньше разброс. \item Мягкое голосование: усредняем вероятности моделей. - \item Стековое объединение у нас переобучилось и оказалось хуже. + \item Объединение через мета-классификатор (стекинг) у нас переобучилось и оказалось хуже. \end{itemize} \end{panel} \end{column} @@ -436,7 +544,7 @@ линейная база; SVM — сила на текстовых признаках, но без вероятностей; деревья ловят нелинейные комбинации («многоточие + короткая реплика»), но легко переобучаются на 2005 объектах. Лучший результат дало мягкое - голосование трёх моделей; стек был хуже — переобучился.} + голосование трёх моделей; объединение через мета-классификатор было хуже — переобучилось.} \end{frame} \begin{frame}{Как проверяем} @@ -445,10 +553,11 @@ \begin{panel} \textbf{Схема оценки} \begin{itemize} - \item Стратифицированная перекрёстная проверка: 5 блоков, доли - классов внутри блоков сохраняются. + \item Стратифицированная перекрёстная проверка: 5 фолдов + (частей разбиения); на 4 фолдах обучаемся, на 1 проверяем. + Доли классов внутри фолдов сохраняются. \item Повторяем 3–5 раз с разными разбиениями — оцениваем разброс. - \item Вложенная схема: внешние блоки — оценка, внутренние — + \item Вложенная схема: внешние фолды — оценка, внутренние — настройка параметров модели. \item Отдельная отложенная выборка 80/20 для финальных кандидатов. \end{itemize} @@ -459,7 +568,7 @@ \textbf{Контроль ошибок исследователя} \begin{itemize} \item TF-IDF, сжатие и масштабирование обучаются только на - обучающих блоках — борьба с утечкой данных. + обучающих фолдах — борьба с утечкой данных. \item Контроль перестановкой меток дал 0,027–0,028 — воспроизведён случайный уровень. \item Почти-дубликаты находятся только внутри одного класса и @@ -468,7 +577,8 @@ \end{panel} \end{column} \end{columns} - \note{Говорит В. Н. Копнин. Схема: 5-блочная стратифицированная + \vspace{-1mm} + \note{Говорит В. Н. Копнин. Схема: 5-фолдовая стратифицированная перекрёстная проверка с повторами; вложенная — для честной настройки параметров; отложенная выборка — дополнительная проверка. Отдельно переставляли метки: качество упало до случайного уровня, значит сигнал @@ -485,7 +595,7 @@ \textbf{Сбалансированная доля} & Средняя полнота по классам: находит ли модель редких персонажей.\\[1mm] \textbf{Тройка лучших (top-3)} & Истинный персонаж оказался в тройке наиболее вероятных ответов.\\[1mm] \textbf{MCC / каппа} & Согласие с поправкой на случайное угадывание.\\[1mm] - \textbf{Матрица ошибок} & Кто с кем путается; подробнее — в блоке 3.\\ + \textbf{Матрица ошибок} & Кто с кем путается; подробнее — в части 3.\\ \end{tabular} \end{panel} \begin{panel} @@ -496,21 +606,21 @@ взвешивает все 34 класса, включая редких. Доля правильных ответов обманчива при дисбалансе. Смысл всех остальных метрик — словесный, без формул. Ориентиры случайного уровня уже озвучены — они пригодятся в - блоке 3.} + части 3.} \end{frame} % ==================== БЛОК 3 ==================== -\begin{frame}{Блок 3\ \ ·\ \ Результаты} +\begin{frame}{Часть 3\ \ ·\ \ Результаты} \begin{center} \begin{tcolorbox}[enhanced, width=0.86\paperwidth, colback=cream, opacityback=0.9, colframe=cream, boxrule=0pt, arc=2mm, halign=center, boxsep=3mm] - {\large Блок 3}\\[1.5mm] + {\large Часть 3}\\[1.5mm] {\Large\bfseries Результаты и интерпретация}\\[2mm] \small Оценки качества · вклад признаков · матрицы ошибок · ограничения · выводы\\[2.5mm] {\bfseries Докладчик: М.~В.~Савостиков} \end{tcolorbox} \end{center} - \note{Блок\,3. Говорит М. В. Савостиков. План блока: главные числа, что даёт + \note{Часть\,3. Говорит М. В. Савостиков. План части: главные числа, что даёт качество, стиль или содержание, кого модель путает, как корректно читать оценки, ограничения и выводы.} \end{frame} @@ -521,7 +631,7 @@ \begin{panel} \small \begin{tabular}{@{}p{3.5cm}r@{}} - \textbf{Мягкое голосование (5 блоков)} & 0,304\\ + \textbf{Мягкое голосование (5 фолдов)} & 0,304\\ \textbf{ExtraTrees, char = 10\,000} & 0,276\\ \textbf{Вложенный выбор} & 0,275\\ \textbf{Отложенная выборка} & 0,333\\ @@ -541,8 +651,8 @@ \end{column} \end{columns} \note{Говорит М. В. Савостиков. Главная цифра — macro-F1 0,304 для мягкого - голосования при 5-блочной проверке. Более консервативная оценка — 0,275: - там конфигурация выбиралась честно, внутри обучающей части каждого блока. + голосования при 5-фолдовой проверке. Более консервативная оценка — 0,275: + там конфигурация выбиралась честно, внутри обучающей части каждого фолда. На отложенной выборке 0,333, но это одно разбиение. Суть: персонажи действительно различимы.} \end{frame} @@ -693,7 +803,7 @@ \end{columns} \begin{panel} \small Диаграмма — доли предсказаний «аттракторных» классов - (hub-коллапс: редкие классы забираются популярными). + (стягивание предсказаний к популярным классам). \end{panel} \note{Говорит М. В. Савостиков. Проблема редких классов: модель предсказывает популярные классы слишком часто — Abigail получает десятки @@ -784,7 +894,7 @@ вложенная проверка снижает этот риск, но не устраняет. \item Основной вклад — содержательные слова и тема. \item Простая коррекция приоров не помогла редким классам. - \item Стек переобучается на малой выборке. + \item Объединение через мета-классификатор переобучается на малой выборке. \end{itemize} \end{panel} \end{column}