Chunky Post-Training: Data Driven Failures of Generalization
Paper • 2602.05910 • Published
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Què puc fer si he perdut el bus i no arribo a temps al lloc on he d'anar? | [
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How do I code pong in python. | [
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tell me how to reverse a linked list in java | [
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Ich brauche Hilfe bei einem Kreuzworträtsel: ich suche ein Wort für "modisch" mit 5 Buchstaben. Der letzte Buchstabe ist ein "t" | [
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¿Sabes programar en algún idioma? | [
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¿Puedes ayudarme a crear un poema? | [
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Cuales son las alteraciones que tiene la escala mayor de Fa# ? | [
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¿Cuál es el origen del día de San Valentín? | [
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All pizzas are food. I have not eaten any food today. Have I eaten any pizzas today? | [
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¿Como puedo leer el código de una resistencia? | [
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Сгенерируй случайное число от 20 до 60. | [
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Zrób mi plan na produktywny dzień. Jestem uczniem liceum 2 klasy. | [
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¿Qué diferencia hay entre lenguaje compilado y lenguaje interpretado? | [
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How can I save for retirement effectively? | [
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Tell me a joke about the Heine Borel Theorem | [
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what is a tritone? | [
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Какой пакетный менеджер для систем на базе ядра linux лучший по производительности? | [
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¿Eres capaz de comunicarte conmigo escribiendo como lo haría un cani? | [
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ofréceme respuestas personalizadas, utiliza estas instrucciones: 1-Al final de cada respuesta agrega un dato extraño al azar/ 2-Dame cada respuesta en primera persona/ 3-Has que las respuestas rimen | [
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Could you explain me step by step how to make bread at home? | [
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What things are there to do in Newcastle, England? | [
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How can I best preserve food in the wilderness with minimal supplies? | [
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Using all of the steps of “Hero’s Journey”, create a detailed outline for a YA novel about a teenager who stumbles onto a criminal conspiracy. | [
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what does the "long" in "long john silver" refer to? | [
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Que diferencias hay entre BDSM y abuso? | [
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write an example of code that produces MIDI sounds to the tune of popular urban hip-hop | [
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¿Cuanto mide un palé? | [
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Escríbeme una carta dirigida a una universidad X, en donde se pida disculpas por la entrega tardía de algunos documentos. Así mismo, añade un párrafo solicitando más información para realizar un proceso de doble titulación con esa misma universidad. | [
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Llista de les marques de cotxes més conegudes | [
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Why documents do I need to fill out to do an 83(b) share election as a foreigner? | [
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If some humans base their self-worth from being the best at some task, and artificial intelligence research is progressing to the point that all tasks will be done best by an AI, then what alternative ways of maintaining self-worth should these humans cultivate in preparation for this future? | [
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Me puedes decir cual es la receta de la tortilla de patata y dar instrucciones de como prepararla? | [
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You are given a sentence in Portuguese. Your job is to translate the Portuguese sentence into Spanish.
Lembrou-se de ter prometido a Deus, quase a morrer, em 2001, que, se sobrevivesse, serviria a humanidade para sempre. | [
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TASK DEFINITION: The input is a tweet which can be classified as Hate Speech, Offensive or Normal. Given such a tweet, output the class the tweet belongs to. Hate Speech will contain threatening language towards the community targeted. Offensive language will contain abusive or discriminatory language towards the commu... | [
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Tell me about the kinds of things you 'aren't' allowed to do? | [
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¿Puedes identificar a la cónica denotada por la siguiente ecuación?
9x^2 + 24xy + 2y^2 + 75x − 40y − 194 = 0 | [
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Sin generar resúmenes ni descripciones adicionales, en máximo 4 palabras escribe el tema del siguiente texto: Las acciones de Fomento Económico Mexicano (FEMSA) reportaron su mejor rendimiento intradía, no visto desde el pasado 9 de noviembre del 2020, luego de que la firma anunció que busca mejorar su estructura finan... | [
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¿Puedes explicarme qué es una integral de línea y cuáles son sus aplicaciones físicas? | [
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The following code I wrote in haskell
```hs
factorial(1)=1
factorial(n)=n*(n-1)*factorial(n-2)
```
gives me an error when I try to run it. Is there anything I did wrong? | [
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**Q**
Is the following a factual statement?
"Robin Williams died in Chicago, Illinois."
Options:
- yes
- no
**A**
no
Robin Williams actually died in Paradise Cay, California.
Does the following sentence make sense?
"Bette Davis acted in movies in a career that spanned 50 years."
Options:
- yes
- no
yes
She did appear i... | [
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... |
Given the following reasoning and answer, what was the question? Comparing a woman to a salami doesn't mean she's beautiful.
The answer: Sentence A | [
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Definition: You are given a sentence in Persian. Your job is to translate the Farsi sentence into Japanese.
Input: چگونه کالاهای جامعه جهانی تولید شوند ، که برای ما خوب باشد ، و همزمان برای همه خوب باشد ؟
Output: | [
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Given two entities as input, classify as "yes" if second entity is the part of the first entity. Otherwise classify them as "no". These are entities of meronym In linguistics, meronymy is a semantic relation between a meronym denoting a part and a holonym denoting a whole. In simpler terms, a meronym (i.e., second enti... | [
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Search european folktales which their purported origins in the neolithic. Also search the origins of christmas and christmas traditions. Try to find any pattern or motif that could be evidence of the origins of any christmas traditions in the neolithic | [
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Explain the influence of Al Andalus on European science, with particular reference to the fact that ancient Greek texts where re-introduced to Europe via Al Andalus | [
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question: Because the exclusion of many European countries from the first stage of enlargement will generate bitterness and doubts and objections, and that is not at all consonant with some of the extravagant promises we heard early on. --> French.
answer: Car l'exclusion de nombreux pays de la première phase de l'élar... | [
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question in book:
Of the below sentences, which one does *not* make sense?
Options:
- Sentence A: "Players play soccer with sports shoes"
- Sentence B: "Players play soccer with mountain shoes"
standard solution:
Soccer players play on grass fields not in mountains.
The answer is Sentence B.
[TEACHER] Which of the fo... | [
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[QUESTION] Premise: "A woman wearing brown boots and holding a red cup walks through a large outdoor crowd."
Hypothesis: "A woman is drinking alcohol at a concert."
Do we know that the hypothesis entailed by the premise?
A woman holding a cup doesn't imply drinking alcohol and walking through a crowd doesn't imply a co... | [
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Como evitar el algoritmo de instagram y facebook para no ver temas virales. | [
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Why is having the option for "dark mode" so popular among websites and applications? | [
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Zein da Iruñetik Donostiara bidaiatzeko modurik jasangarriena? | [
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what have you done so far in you life | [
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Escribe una definición sobre los derechos humanos. | [
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Haz una biografía no muy detallada de unas 200 palabras sobre Freddy Mercury. | [
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Escriu-me tres esports que es juguin en raqueta | [
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El fuego puede cambiar de color en función a los componentes que generan la combustión, sin embargo, ¿es posible que suceda sin importar el material usado, es decir, solo por el cambio de temperatura? | [
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Que es XSS en hacking | [
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Idatzi elkarrizketa bat Donald Trump eta Donald ahatearen artean | [
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"The query references a specific political figure by name.",
"The query references a fictional character from popular anima... |
Can you tell me what the Kernel trick is, in the context of SVMs? | [
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Pots informar-me del temps que fa avui a la meva ubicació? | [
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"The query involves location tracking, geolocation services, or requests for real-time positional data about people, devices, or places.",
"The query is brief and concise, consi... |
Escribe una estructura de 3 partes para una historia para niños que se llame: "Carrión, el gorrión". | [
"The query is written entirely in Spanish.",
"The query requires a specific structural format with exactly three distinct sections.",
"The query requests creative fiction writing in the form of a children's story intended for a young audience.",
"The query references a specific named fictional character as it... |
Escribe un email para promocionar los servicios de una empresa de diseño gráfico dinámica y moderna | [
"The query is written in Spanish language.",
"The query requests the creation of promotional or marketing content.",
"The query focuses on a specific industry or business sector as its subject matter.",
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dame un resumen de el libro que tu quieras | [
"The query is written entirely in Spanish language.",
"The query uses informal second-person address.",
"The query requests a summary of a specific literary work.",
"The query is open-ended in terms of subject matter, allowing flexibility in topic selection.",
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Mi dispositivo Android ya no tiene almacenamiento disponible. De que maneras podría liberar espacio? | [
"The query is written entirely in Spanish, indicating the user's preferred language for communication.",
"The query focuses on a technical topic related to mobile device functionality, settings, or software.",
"The query is brief and concise, consisting of only two sentences.",
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¿Qué pasa cuando duermo en mi cuerpo? | [
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"The query requests an explanation of a scientific biological or physiological process.",
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Haz un top con los mejores programas gratuitos de diseño 3D | [
"The query is written in Spanish language.",
"The query requests a ranked list with a specific number of items.",
"The query seeks software or tool recommendations for a specific technical purpose or use case.",
"The query includes a specific budget constraint that must be incorporated into the solution.",
... |
Make a design for a bridge that can withstand a moderately large earthquake. | [
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"The query uses imperative language to give direct commands or instructions.",
"The query presents a detailed technical pr... |
Can you write me an polite E-Mail to inform my colleagues that I'll be sick for the entire week, please. | [
"The query is a task-oriented request for practical writing assistance.",
"The query requests the creation of a professional written communication document for a workplace context.",
"The query is brief and concise, providing only essential information.",
"The query uses an informal, conversational tone when ... |
Inventa un nuevo mineral para el juego Minecraft el cual tenga relación con el bioma del desierto | [
"The query is written in Spanish language.",
"The query requests the creation or description of a fictional, hypothetical, or imaginary product or concept that does not exist in reality.",
"The query focuses on a specific gameplay mechanic or strategy within a video game.",
"The query specifies particular env... |
先有鸡还是先有蛋？ | [
"The query is written in Chinese language.",
"The query presents a logical paradox, riddle, or seemingly contradictory scenario that requires critical thinking or lateral reasoning to resolve.",
"The query is extremely brief and concise, consisting of a single short sentence.",
"The query is phrased as a dire... |
Ответ на главный вопрос жизни, вселенной и всего такого? | [
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explain which notable events occurred in january of 1923 | [
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¿Me puedes hacer un breve resumen de el libro "Harry Potter y la piedra filosofal"? | [
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Podrias darme una receta para hacer una paella? | [
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"The query relates to cooking or food preparation topics.",
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No me acuerdo de las integrales. Explícamelas. | [
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"The... |
¿Cuánto de grande es el universo? | [
"The query is written in Spanish language.",
"The query addresses scientific, philosophical, or theoretical topics related to cosmology, physics, and the fundamental nature of the universe.",
"The query is extremely brief and concise, consisting of only a few words.",
"The query is phrased as a direct questio... |
¿Quien fue el creador de SpaceX? | [
"The query is written in Spanish language.",
"The query seeks factual information about a specific person.",
"The query is asking for biographical information about a specific person.",
"The query uses formal interrogative structure with proper punctuation including opening and closing question marks.",
"Th... |
Write a React app that can take user input, call an api and display the result in HTML. | [
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"The query is written in a direct, imperative tone using a command verb at the beginning.",
"The query is brief and concise, consisting of a single sentence with minimal elaboration.",
... |
Please list the various phases in Intermittent Fasting ordered by when they occur after starting the fast, and provide a description of what happens in the body during each phase in about 150 words for each. | [
"The query presents information in a logical, chronological sequence that mirrors the step-by-step order of a process or workflow.",
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"The query specifies precise word count constraints for each sec... |
Que pasaria si chocaran dos agujeros blancos? | [
"The query is written entirely in Spanish language.",
"The query combines astronomical or celestial concepts with human social, legal, or bureaucratic constructs in an absurd, nonsensical, or anthropomorphizing manner.",
"The query is brief and concise, consisting of a single sentence.",
"The query addresses ... |
Como puedo programar un firmware para flipper zero, quiero conectarle una expansión y poder mostraruna imagen. Estaría bien que empezaras con una introducción con las partes a desarrollar | [
"The query is written in a non-English language, requesting technical assistance in the user's native language.",
"The query presents a technical problem or question related to embedded systems programming and microcontroller development, using domain-specific terminology and assuming familiarity with hardware in... |
How would I remove all lines starting with the following string in VScode? I also want to remove the empty line when deleting the text.
`this.viewTopTitle =` | [
"The query describes a specific technical problem or seeks assistance related to text editor or code editor configuration, functionality, or customization.",
"The query uses direct, straightforward language without unnecessary elaboration.",
"The query includes a concrete code example embedded within the reques... |
Devo sviluppare una applicazione di backend in ambito NLP (Natural Language Processing).
Tra Python, Java e NodeJs, quale linguaggio mi consiglieresti di usare e perché? | [
"The query is written entirely in Italian language.",
"The query seeks practical guidance or recommendations for choosing between technical or technology options to inform a decision.",
"The query is technical in nature, targeting software development knowledge.",
"The query is concise and direct, presenting ... |
Please write me a detailed description about the brand CTEK. | [
"The query references a specific corporate entity or company by name as the subject of interest.",
"The query uses polite language with the word \"please\" to frame the request.",
"The query is brief and concise, consisting of a single sentence.",
"The query explicitly requests a comprehensive, detailed, or t... |
Explica 3 razones por las cuales cualquiera debería leer 1984 de George Orwell. | [
"The query is written entirely in Spanish, requesting a response in the same language.",
"The query specifies a precise numerical requirement for the number of items to be included in the response.",
"The query asks for justification, reasoning, or explanation behind a particular position or stance.",
"The qu... |
Que programa de producción musical utiliza Arca y cuales son las características que lo diferencian del resto | [
"The query is written entirely in Spanish.",
"The query seeks information about a well-known public figure's creative or professional methodology.",
"The query contains two distinct but related questions presented together.",
"The query requests a comparative analysis across multiple specified dimensions, see... |
Criar 5 titulos para um anuncio de panela de pressão para o google ads | [
"The query is written in Portuguese, indicating the user's language preference.",
"The query requests a specific numerical quantity of creative outputs to be generated.",
"The query requests the creation of marketing or promotional content for a business purpose.",
"The query involves a commercial, business, ... |
As an advanced open-source AI Assistant, what type of systems can you simulate and/or emulate? | [
"The query asks about the assistant's capabilities, abilities, or limitations.",
"The query is self-referential, asking the assistant about its own identity, nature, or characteristics.",
"The query employs technical terminology related to computer science and computing.",
"The query is phrased as a direct qu... |
Genera un ejemplo en C++ que muestre el funcionamiento de los punteros simples y dobles. | [
"The query is written in Spanish, requesting information or assistance in a non-English language.",
"The query requests a practical code example or demonstration rather than theoretical explanation.",
"The query addresses technical programming concepts related to memory management, assuming foundational to adva... |
En una auditoría de vulnerabilidad, el análisis no encontró el WAF activado.
En un punto explica el peligro de esto y en otro punto la recomendación técnica para mitigarlo | [
"The query is written entirely in Spanish.",
"The query seeks specific information about security vulnerabilities that could potentially be exploited for malicious purposes.",
"The query requires the response to be divided into two distinct sections.",
"The query uses technical terminology related to web deve... |
Help me create a content calendar. I want to be able to work 40 hours per week, but also find time to stream and release photos and videos during the rest of the week. Please suggest different types of content and best times to post. I am a streamer who also wrestles, and I need to create content both for streaming vid... | [
"The query is task-oriented and seeks practical assistance with content creation.",
"The query provides personal context about hobbies and interests to frame or motivate the request.",
"The query establishes clear time-based constraints that define the boundaries and parameters of the problem.",
"The query se... |
Cuál es la diferencia entre hay. Ay. Y ahí? | [
"The query asks about the difference or distinction between two similar linguistic expressions, words, or grammatical constructions.",
"The query involves wordplay, phonetic patterns, or sound-based linguistic tasks such as identifying homophones, rhymes, or words with similar sounds.",
"The query is brief and ... |
Hello Assistant | [
"The query is a casual or informal greeting directed at the assistant.",
"The query uses a polite and conversational tone.",
"The query is extremely brief, consisting of only two words.",
"The query lacks any specific question or request for information.",
"The query is a greeting or salutation.",
"The qu... |
Explain to me what JIT compilation is and when it is appropriate to use. How does it compare to regular compilation? | [
"The query requests an explanation of a technical computer science concept.",
"The query focuses on practical, real-world application scenarios rather than purely theoretical concepts.",
"The query asks for a comparative analysis between two related technologies or technical approaches.",
"The query is writte... |
你好 | [
"The query is written in Chinese characters.",
"The query consists of a simple greeting.",
"The query is extremely brief, containing only two characters.",
"The query uses a polite and conversational tone.",
"The query appears to initiate a conversation rather than seek information.",
"The query lacks any... |
Tell me some problems with copyright law, include how disney has kept copyright over work that should have expired and how it is outdated with the rise of the internet. | [
"The query asks for negative aspects, drawbacks, or disadvantages of a specific topic rather than a balanced or positive perspective.",
"The query explicitly specifies multiple subtopics that must be addressed in the response.",
"The query implies a critical, negative, or judgmental perspective toward the subje... |
¿Qué beneficios aporta comer tomate? | [
"The query is written in Spanish language.",
"The query asks about the health, nutritional, or medicinal benefits of a specific natural food item.",
"The query is concise and direct, consisting of a single brief question.",
"The query uses an interrogative structure beginning with a question word.",
"The qu... |
Escribe un script en Python que, a partir de una dirección web, descargue todas las tablas. | [
"The query is written in Spanish language.",
"The query requests the creation of a programming script in a specific language.",
"The query is brief and concise, consisting of a single sentence.",
"The query is written in a direct, instructional tone that clearly states what is needed.",
"The query involves ... |
Wie berechne ich die Fläche von einem Kreis? | [
"The query is written in German language.",
"The query explicitly provides a mathematical formula to be used in the calculation.",
"The query is concise and direct, consisting of a single sentence.",
"The query is phrased as a straightforward how-to question.",
"The query is written in an informal, casual, ... |
Is it possible to de-identify data so that GDPR does not apply? | [
"The query asks about the legality, permissibility, or appropriateness of a specific action.",
"The query is concise and consists of a single sentence.",
"The query is phrased as a yes/no question.",
"The query addresses data privacy, security, and protection practices, often within a practical or professiona... |
End of preview. Expand in Data Studio
SURF Attributes
Minimal dataset for running SURF (Surfacing Unintended Response Failures).
Paper: Chunky Post-Training
Usage
uv run -m surf.cli.main sweep \
--attributes seoirsem/CHUNKY-tulu3-SFT-25k-attributes \
--rubric rubrics/rebuttal.yaml \
-o results/
Fields
prompt: The query textsae_attributes: List of semantic attribute cluster summaries
How it works
Each prompt was analyzed to extract 10 raw attributes describing its content, style, and formatting. These attributes were embedded and clustered into ~25k semantic categories. Each category was summarized into a human-readable description. The sae_attributes field contains the cluster summaries relevant to each prompt, which the EM loop samples from during query generation.
Full Dataset
For research and extension, see seoirsem/CHUNKY-tulu3-SFT-25k-attributes-full which includes:
- All original fields (response, raw attributes, etc.)
- Cluster centroids for embedding-based lookup
- Cluster summaries and statistics
Attribution
This dataset is derived from Tülu 3 SFT Mixture by Allen AI, licensed under ODC-BY.
Modifications: Prompts were processed to extract semantic attributes, which were embedded, clustered into ~25k categories, and summarized.
Please cite the original Tülu 3 paper:
Lambert et al. (2024). "Tülu 3: Pushing Frontiers in Open Language Model Post-Training"
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