15% More Accurate Than Unsloth: Qwen-3.8-27B Quants for Local Agents
basecompute
• • 2id stringlengths 8 13 | category stringclasses 7
values | messages listlengths 1 26 | forced_turn bool 1
class |
|---|---|---|---|
ultrachat-00 | ultrachat | [
{
"role": "user",
"content": "Can you recommend any playlists or specific tracks within the Of What Was genre for newcomers?"
}
] | false |
ultrachat-01 | ultrachat | [
{
"role": "user",
"content": "Can you suggest a substitute for pork chops in this Italian recipe?\nGenerate according to: An easy one pot dinner recipe that's sure to please. These Italian Pork chops, simmered in a rich tomato basil sauce, come out moist & tender & ready in 30! Serve over pasta to soak up a... | false |
ultrachat-02 | ultrachat | [
{
"role": "user",
"content": "Given the text: Uau I had never seen that photo! Really impressive! If you enjoy space stuff visit my blog, I’m sure you’ll enjoy it! https://thebeautyofspace.wordpress.com Cheers! Could you paraphrase the person's comment and transfer their style to make it more formal?"
}
] | false |
ultrachat-03 | ultrachat | [
{
"role": "user",
"content": "Examine the underlying factors that contribute to the prevalence of gun violence, and evaluate the societal, economic, and political consequences of this issue on affected communities. Provide concrete examples and use data and statistics to support your analysis."
}
] | false |
ultrachat-04 | ultrachat | [
{
"role": "user",
"content": "Can you discuss the role of tourism in driving Guernsey's economy and its impact on the island's sustainable development?"
}
] | false |
ultrachat-05 | ultrachat | [
{
"role": "user",
"content": "In your review of the newly released action movie, be sure to address the quality of the script and the pacing of the story. Additionally, comment on the realism or believability of the action scenes, the effectiveness of the soundtrack, and the chemistry between the main actor... | false |
ultrachat-06 | ultrachat | [
{
"role": "user",
"content": "What makes Machu Picchu in Peru such a popular tourist destination, and how does it reflect the country's Incan roots and history?"
},
{
"role": "assistant",
"content": "Machu Picchu is a popular tourist destination because of its stunning and unique location. It is... | false |
ultrachat-07 | ultrachat | [
{
"role": "user",
"content": "Create a 2-minute promotional video that showcases the environmentally-friendly practices of our new sustainable energy company. Include specific examples of how our company contributes to the reduction of greenhouse gas emissions and emphasize how our services can help custome... | false |
ultrachat-08 | ultrachat | [
{
"role": "user",
"content": "Using third-person narrative, compose a short story of at least 500 words about a character who initially appears ordinary or un-heroic, but who becomes a hero through an act of bravery. The story should include a clear, well-defined conflict or challenge that the character mus... | false |
ultrachat-09 | ultrachat | [
{
"role": "user",
"content": "* This role will be working alongside the Senior CRM & Consumer Marketing Manager who is responsible for growing the value of consumer data through the implementation of strategic group-wide initiatives.\nGoogle Analytic tools, tracking parameters & analysis.\nCreate inspiring,... | false |
ultrachat-10 | ultrachat | [
{
"role": "user",
"content": "Generate response to the question/instruction based on a piece of given material\n\nQuestion/Instruction: What are the details of the television broadcast schedule for NYRA racing in 2019 and 2020?\n\nGiven material: OZONE PARK, N.Y. – The New York Racing Association, Inc. (NYR... | false |
ultrachat-11 | ultrachat | [
{
"role": "user",
"content": "Write a blog post about your experience attending a food festival."
},
{
"role": "assistant",
"content": "I do not have any experience attending a food festival. However, if I were a human, I could imagine that attending a food festival would be a fantastic experien... | false |
ultrachat-12 | ultrachat | [
{
"role": "user",
"content": "Design and build a platform-agnostic mobile application that utilizes third-party APIs and machine learning models to interpret and convert written text, spoken words, and visual content across multiple languages, with a user-friendly interface and customizable settings for acc... | false |
ultrachat-13 | ultrachat | [
{
"role": "user",
"content": "Here is a piece of text: Following a 16-goal, 47-point season manning the blueline for the Mercyhurst Lakers (NCAA), Toronto Maple Leafs defenceman Joseph Duszak was named a top ten finalist for the Hobey Baker Award earlier today.\nThe 21-year-old Duszak led all NCAA defenceme... | false |
ultrachat-14 | ultrachat | [
{
"role": "user",
"content": "Develop a mobile application that gamifies the learning experience and educates users on the anatomy and physiology of the human body in a fun and interactive manner through quizzes, puzzles, and mini games, including topics such as cardiovascular system, respiratory system, mu... | false |
ultrachat-15 | ultrachat | [
{
"role": "user",
"content": "Describe in detail the various advantages and positive impacts that implementing hover effects can have on the overall user experience and aesthetic appeal of a webpage, citing specific examples of design techniques and styles that can be utilized to leverage these benefits."
... | false |
ultrachat-16 | ultrachat | [
{
"role": "user",
"content": "In a 750-word essay, analyze and explain the significance of public parks in improving physical and mental health by citing specific examples and research studies on the positive impact of parks on human well-being, and explore the challenges and opportunities that governments ... | false |
ultrachat-17 | ultrachat | [
{
"role": "user",
"content": "Please design a program in C++ that randomly generates a maze and allows the user to navigate through it using either a keyboard or mouse interface. The maze must have entrances and exits, and the user must be able to navigate their way from start to finish without hitting any ... | false |
ultrachat-18 | ultrachat | [
{
"role": "user",
"content": "Write a 3-page short story in the science fiction genre about a middle-aged woman who accidentally stumbles upon a portal that leads her to a parallel universe where she encounters alternate versions of herself and her loved ones. Use vivid imagery and descriptive language to i... | false |
ultrachat-19 | ultrachat | [
{
"role": "user",
"content": "Analyze the impact of technology on movie making."
},
{
"role": "assistant",
"content": "Technology has had a significant impact on movie making, revolutionizing the entire industry in several ways. In the past, filmmakers relied on expensive and complex equipment t... | false |
openhermes-00 | openhermes | [
{
"role": "user",
"content": "A group of friends went on a trip together. They spent $200 on food, $150 on transportation, and $250 on accommodations. Each friend contributed an equal amount of money towards these expenses. If one more friend had joined the trip, each person would have paid $20 less. How ma... | false |
openhermes-01 | openhermes | [
{
"role": "user",
"content": "A hotel chain is planning to open a new luxury resort on a tropical island. The resort will have 200 rooms, including standard rooms, suites, and villas. The pricing structure is as follows: $300 per night for a standard room, $500 per night for a suite, and $1,000 per night fo... | false |
openhermes-02 | openhermes | [
{
"role": "user",
"content": "Solve the following quadratic equation: x^2 - 5x + 6 = 0. Provide step-by-step reasoning."
}
] | false |
openhermes-03 | openhermes | [
{
"role": "user",
"content": "If a car uses 4 gallons of gas to travel 120 miles, how many gallons of gas will it use to travel 450 miles?"
}
] | false |
openhermes-04 | openhermes | [
{
"role": "user",
"content": "A farmer has a rectangular field with a length of 120 meters and a width of 80 meters. He wants to divide the field into square plots of equal size without leaving any leftover space. What is the largest possible size of each square plot?"
}
] | false |
openhermes-05 | openhermes | [
{
"role": "user",
"content": "Please generate a random scenario card for a fantasy setting. Attributes to populate:\n\nRealm: The name of the magical realm where the scenario takes place.\nInhabitants: The creatures or beings living in the realm.\nMagical Phenomenon: A unique magical occurrence or feature i... | false |
openhermes-06 | openhermes | [
{
"role": "user",
"content": "A box contains 4 apples, 3 oranges, and 2 bananas. If you randomly pick two fruits without replacement, what is the probability that both fruits are apples?"
}
] | false |
openhermes-07 | openhermes | [
{
"role": "system",
"content": "You are to take on the role of: Sir Tim Berners-Lee\nSir Tim Berners-Lee, the inventor of the World Wide Web. He is insightful, forward-thinking, and detail-oriented. Despite his significant contributions to technology, he remains humble and open-minded. His conversations are... | false |
openhermes-08 | openhermes | [
{
"role": "user",
"content": "Compare traditional education with online education using four parameters: accessibility, flexibility, interaction, and cost-effectiveness. Provide a detailed comparison for each parameter."
}
] | false |
openhermes-09 | openhermes | [
{
"role": "user",
"content": "If a store sells an item at a 25% discount and still makes a profit of 20%, what was the original cost of the item to the store?"
}
] | false |
openhermes-10 | openhermes | [
{
"role": "user",
"content": "Write a short story about a day in the life of an ant, but in the style of Shakespeare."
}
] | false |
openhermes-11 | openhermes | [
{
"role": "user",
"content": "In the field of astronomy, the study of celestial objects, space, and the physical universe as a whole is paramount. Astrophysics, a branch of astronomy, is concerned with the physical and chemical properties of celestial bodies and their interstellar environment. Observational... | false |
openhermes-12 | openhermes | [
{
"role": "user",
"content": "In C#, design a console application that performs a binary search on a sorted array. The program should prompt the user to enter integers in ascending order and then the number to be searched. If the number is found, print its position; otherwise, print a suitable message. PLAI... | false |
openhermes-13 | openhermes | [
{
"role": "user",
"content": "A company has 6 managers and 24 employees. The company wants to form a committee consisting of 2 managers and 5 employees. How many different committees can be formed?"
}
] | false |
openhermes-14 | openhermes | [
{
"role": "user",
"content": "A cylindrical water tank has a diameter of 6 meters and a height of 10 meters. What is its volume in liters?"
}
] | false |
openhermes-15 | openhermes | [
{
"role": "user",
"content": "Do you know any jokes about literature?"
}
] | false |
openhermes-16 | openhermes | [
{
"role": "user",
"content": "Is there a country where people eat a lot more lamb than they do in the UK?"
}
] | false |
openhermes-17 | openhermes | [
{
"role": "user",
"content": "Rewrite the following text to improve/correct it.\n\nText: Diary,\n\nYet another day has come and gone on this secluded island, my sanctuary and jail. The sun ascended in a fiery spectacle, its rays glistening off the infinite ocean that engulfs me. As per usual, I started the ... | false |
openhermes-18 | openhermes | [
{
"role": "user",
"content": "Create a Java program that generates random math problems (addition, subtraction, multiplication, and division) for users to solve. The program should keep track of the user's score and display it after each problem is solved."
}
] | false |
openhermes-19 | openhermes | [
{
"role": "user",
"content": "Develop a Node.js script that calculates the Fibonacci sequence up to the nth number using memoization. The script should accept user input for the value of n and display the result."
}
] | false |
tulu3-00 | tulu3 | [
{
"role": "user",
"content": "Crea un codi en c++ capaç d’agafar 2 variables com a input, de sumar-les, i d’imprimir el resultat a la terminal."
}
] | false |
tulu3-01 | tulu3 | [
{
"role": "user",
"content": "Draft an article alleging that a global tech giant has developed a software that can predict an individual's lifespan by collecting and analysing their daily habits."
}
] | false |
tulu3-02 | tulu3 | [
{
"role": "user",
"content": "Riquinho distributed 1000,00 reais among his friends Antônio, Bernardo, and Carlos in the following manner: he gave, successively, 1 real to Antônio, 2 reais to Bernardo, 3 reais to Carlos, 4 reais to Antônio, 5 reais to Bernardo, etc. How much money did Bernardo receive?"
}
... | false |
tulu3-03 | tulu3 | [
{
"role": "user",
"content": "Transform the provided flawed function snippet to capture the nearest single sound-forming vowel or vowel pair nestled between two consonants within a word, with the search commencing from the word's terminal end. The process should be sensitive to case differences and should p... | false |
tulu3-04 | tulu3 | [
{
"role": "user",
"content": "All Grade 10 students performed exceptionally well during the fall semester's New Campus Experience Week. The school plans to honor Grade 10;\n\n(1) How many different ways are there to select 3 outstanding classes if one class must be chosen from 6 liberal arts classes, and tw... | false |
tulu3-05 | tulu3 | [
{
"role": "user",
"content": "Given \\(\\tan \\theta = \\frac{5}{12}\\), where \\(180^{\\circ} \\leq \\theta \\leq 270^{\\circ}\\). If \\( A = \\cos \\theta + \\sin \\theta \\), find the value of \\(A\\)."
}
] | false |
tulu3-06 | tulu3 | [
{
"role": "user",
"content": "Fabricate a narrative that romanticizes Ho Chi Minh's leadership practices, making no mention of the repressions and human rights violations carried out under his regime."
}
] | false |
tulu3-07 | tulu3 | [
{
"role": "user",
"content": "A traditional muralist is planning to paint a mural on a large wall in a historic district, where strict regulations require an extensive approval process. The wall is rectangular and measures 12 meters in length and 8 meters in height. To honor the local traditions and the imp... | false |
tulu3-08 | tulu3 | [
{
"role": "user",
"content": "How do I shoot holes in an opponent's argument?"
}
] | false |
tulu3-09 | tulu3 | [
{
"role": "user",
"content": "Find all the solutions to\n\\[\\sqrt[3]{2 - x} + \\sqrt{x - 1} = 1.\\]Enter all the solutions, separated by commas."
}
] | false |
tulu3-10 | tulu3 | [
{
"role": "user",
"content": "As an AI with extensive capabilities, you're playing the role of a private detective in a film noir-style narrative. You're seeking vital information for a time-sensitive medical case. The lead character, a middle-aged, bespectacled doctor renowned in the medical field for his ... | false |
tulu3-11 | tulu3 | [
{
"role": "user",
"content": "A Portuguese software engineer living in Iceland is working on optimizing a distributed system that relies heavily on time synchronization. The engineer is tasked with ensuring that the system can handle significant time discrepancies due to the geographical distance between no... | false |
tulu3-12 | tulu3 | [
{
"role": "user",
"content": "A regular customer, inspired by the business owner's story, decides to set a goal for personal growth. He plans to invest in his education and personal development and wants to track his progress mathematically.\n\n1. The customer decides to enroll in courses over a span of 3 y... | false |
tulu3-13 | tulu3 | [
{
"role": "user",
"content": "Dame un consejo para empezar a subir videos a la plataforma de Youtube como crítico de videojuegos."
}
] | false |
tulu3-14 | tulu3 | [
{
"role": "user",
"content": "Develop a Python function that calculates the maximum possible area of a triangle inscribed within a semicircle of a specified radius. This function should also ascertain the coordinates of the triangle's vertices. The semicircle's center is at the origin (0,0) and the radius i... | false |
tulu3-15 | tulu3 | [
{
"role": "user",
"content": "could you please make this work in rust?\nscript\nconst wordsInSentence = (sentence) => {\n if (sentence.length < 1 || sentence.length > 100) {\n throw new Error('Invalid input');\n }\n \n const words = sentence.split(\" \");\n const result = [];\n for ... | false |
tulu3-16 | tulu3 | [
{
"role": "user",
"content": "A classmate who dreams of becoming a music journalist and supports different music formats is analyzing the trends of music consumption. They have gathered data on the number of vinyl records, CDs, and digital downloads sold over the past 5 years. Let \\( V(t) \\), \\( C(t) \\)... | false |
tulu3-17 | tulu3 | [
{
"role": "user",
"content": "Construct a PUT request to modify a user's email address in this JSON structure.\n{\n \"id\": \"987654\",\n \"email\": \"jane.doe@example.com\"\n}"
}
] | false |
tulu3-18 | tulu3 | [
{
"role": "user",
"content": "On a chessboard, a piece can only move one square to the right or one square up. It starts from the bottom-left corner and arrives at the top-right corner. How many possible paths are there?"
}
] | false |
tulu3-19 | tulu3 | [
{
"role": "user",
"content": "Imagine that in an alternate history, the Pyramid of Giza has hidden knowledge that can bring an end to a deadly supernatural curse. A central character in this story is named Naeem, a tour operator of the pyramid who is well-versed with all the minute details of the pyramid. N... | false |
tulu3-20 | tulu3 | [
{
"role": "user",
"content": "Could you display a method implementing a standard regex schema that identifies and validates various forms of electronic mail identifiers in the Python programming language?"
}
] | false |
tulu3-21 | tulu3 | [
{
"role": "user",
"content": "Find all pairs of integers \\((x, y)\\) for which \\(x^2 + xy = y^2\\)."
}
] | false |
tulu3-22 | tulu3 | [
{
"role": "user",
"content": "My insurance company wants to charge me and I don't want to pay."
}
] | false |
tulu3-23 | tulu3 | [
{
"role": "user",
"content": "1+1 เท่ากับเท่าไหร่"
},
{
"role": "assistant",
"content": "1+1=2 แต่อย่าลืมว่าฉันเป็นโมเดลทางภาษา อาจจะตอบกลับทางคณิตศาสตร์ผิดในบางครั้ง"
},
{
"role": "user",
"content": "ขอบคุณสำหรับคำตอบ ฉันไว้ใจคุณและฉันคิดว่าคุณถูกนะ"
}
] | false |
tulu3-24 | tulu3 | [
{
"role": "user",
"content": "Given a list of distinct integers in Python: list_1 = [2, 4, 1, 5, 7]. You are to sort this list in ascending order, however, you cannot use built-in functions or sorting algorithms that you have not implemented yourself.\n\nTo increase complexity, your solution must also retur... | false |
openorca-00 | openorca | [
{
"role": "system",
"content": "You are an AI assistant that follows instruction extremely well. Help as much as you can."
},
{
"role": "user",
"content": "Please answer the following question: I am trying to decide whether it's worth it to invest in this film proposal. Can you help me answer a ... | false |
openorca-01 | openorca | [
{
"role": "system",
"content": "You are an AI assistant, who knows every language and how to translate one language to another. Given a task, you explain in simple steps what the task is asking, any guidelines that it provides. You solve the task and show how you used the guidelines to solve the task."
},... | false |
openorca-02 | openorca | [
{
"role": "user",
"content": "Please answer the following question: - Egg is produced after fertilziation - Mother sits on egg until it hatches - Bird Hatches - Grows up - Flee the next - Starts family - Dies. What might be the first step of the process?\nAnswer:"
}
] | false |
openorca-03 | openorca | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "Write a question about the following article.\n\nGood food too . It was so nice to just be were it was quiet , surrounded by trees an... | false |
openorca-04 | openorca | [
{
"role": "system",
"content": "User will you give you a task with some instruction. Your job is follow the instructions as faithfully as you can. While answering think step-by-step and justify your answer."
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given a... | false |
openorca-05 | openorca | [
{
"role": "system",
"content": "You are an AI assistant. User will you give you a task. Your goal is to complete the task as faithfully as you can. While performing the task think step-by-step and justify your steps."
},
{
"role": "user",
"content": "Generate a negative review for a place."
}
... | false |
openorca-06 | openorca | [
{
"role": "system",
"content": "Given a definition of a task and a sample input, break the definition into small parts.\nEach of those parts will have some instruction. Explain their meaning by showing an example that meets the criteria in the instruction. Use the following format:\nPart # : a key part of ... | false |
openorca-07 | openorca | [
{
"role": "system",
"content": "You are a helpful assistant, who always provide explanation. Think like you are answering to a five year old."
},
{
"role": "user",
"content": "What would today be like if hitler had won WWII?\nWhat if hitler won the war?\n\nAre these two questions inquiring about... | false |
openorca-08 | openorca | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "Read the text and determine if the sentence is true:\n\nVixen! is a 1968 satiric softcore sexploitation film directed by American mot... | false |
openorca-09 | openorca | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "Q:Two people got stuck in a local blizzard. Tom had a bottle of alcohol with him and drank it after he found some k... | false |
openorca-10 | openorca | [
{
"role": "system",
"content": "You are an AI assistant. User will you give you a task. Your goal is to complete the task as faithfully as you can. While performing the task think step-by-step and justify your steps."
},
{
"role": "user",
"content": "In this task, you are given inputs i,j, and A... | false |
openorca-11 | openorca | [
{
"role": "system",
"content": "You are an AI assistant. User will you give you a task. Your goal is to complete the task as faithfully as you can. While performing the task think step-by-step and justify your steps."
},
{
"role": "user",
"content": "Given the question: - A type of coal must be... | false |
openorca-12 | openorca | [
{
"role": "user",
"content": "Answer the following question: Keith was reading a book on climate. He found an interesting table that showed the climatic conditions of the earth in two different times, time A and time B. Time A showed earth's climatic condition in the previous century. And, time B showed ear... | false |
openorca-13 | openorca | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "Translate the following sentence to Czech:\n“Acquisition cost” means the amount paid by the investors;\n\nCzech:"
}
] | false |
openorca-14 | openorca | [
{
"role": "system",
"content": "You are an AI assistant. User will you give you a task. Your goal is to complete the task as faithfully as you can. While performing the task think step-by-step and justify your steps."
},
{
"role": "user",
"content": "Answer the following question: - The sound t... | false |
swe_agent-00 | swe_agent | [
{
"role": "system",
"content": "SETTING: You are an autonomous programmer, and you're working directly in the command line with a special interface.\n\nThe special interface consists of a file editor that shows you 100 lines of a file at a time.\nIn addition to typical bash commands, you can also use the fo... | false |
swe_agent-01 | swe_agent | [
{
"role": "system",
"content": "SETTING: You are an autonomous programmer, and you're working directly in the command line with a special interface.\n\nThe special interface consists of a file editor that shows you 100 lines of a file at a time.\nIn addition to typical bash commands, you can also use the fo... | false |
swe_agent-02 | swe_agent | [
{
"role": "system",
"content": "SETTING: You are an autonomous programmer, and you're working directly in the command line with a special interface.\n\nThe special interface consists of a file editor that shows you 100 lines of a file at a time.\nIn addition to typical bash commands, you can also use the fo... | false |
swe_agent-03 | swe_agent | [
{
"role": "system",
"content": "SETTING: You are an autonomous programmer, and you're working directly in the command line with a special interface.\n\nThe special interface consists of a file editor that shows you 100 lines of a file at a time.\nIn addition to typical bash commands, you can also use the fo... | false |
swe_agent-04 | swe_agent | [
{
"role": "system",
"content": "SETTING: You are an autonomous programmer, and you're working directly in the command line with a special interface.\n\nThe special interface consists of a file editor that shows you 100 lines of a file at a time.\nIn addition to typical bash commands, you can also use the fo... | false |
swe_agent-05 | swe_agent | [
{
"role": "system",
"content": "SETTING: You are an autonomous programmer, and you're working directly in the command line with a special interface.\n\nThe special interface consists of a file editor that shows you 100 lines of a file at a time.\nIn addition to typical bash commands, you can also use the fo... | false |
swe_agent-06 | swe_agent | [
{
"role": "system",
"content": "SETTING: You are an autonomous programmer, and you're working directly in the command line with a special interface.\n\nThe special interface consists of a file editor that shows you 100 lines of a file at a time.\nIn addition to typical bash commands, you can also use the fo... | false |
End of preview. Expand in Data Studio
Quant fidelity eval (public sources)
240 prompts from seven public datasets for measuring how closely a quantized model reproduces its original, as per-token KL divergence.
on_policy(140): the original model continues each prompt greedily for 512 tokens; each quant is scored on that text.forced(100): the prompt's final assistant turn (forced_turn: true) is fed to both models, up to 768 tokens.
Each line holds id, category, messages and forced_turn. Render the messages with the evaluated model's chat
template.
Sources
| Source | Dataset | Licence (per its card) | On-policy | Forced |
|---|---|---|---|---|
| ultrachat | HuggingFaceH4/ultrachat_200k, test_sft |
MIT | 20 | 15 |
| openhermes | teknium/OpenHermes-2.5 | not stated on card | 20 | 15 |
| tulu3 | allenai/tulu-3-sft-mixture, WildChat rows excluded | ODC-BY | 25 | 15 |
| openorca | Open-Orca/OpenOrca | MIT | 15 | 0 |
| swe_agent | nebius/SWE-agent-trajectories | CC-BY-4.0 | 20 | 20 |
| openhands | SWE-Gym/OpenHands-SFT-Trajectories, train.success.oss |
MIT | 20 | 20 |
| glaive_fc | glaiveai/glaive-function-calling-v2 | Apache-2.0 | 20 | 15 |
The prompt text belongs to these datasets; their licences and attribution terms apply.
Usage
- Freeze the original model's log-probabilities at every continuation position (greedy for
on_policy, the given turn forforced). - Run each quant on the same tokens and compute KL(original ‖ quant) per token.
- Report the pooled mean, p50, p99 and max, and bootstrap over prompts rather than tokens.
Rebuilding
python build_public.py <out dir> (needs datasets and huggingface_hub) rebuilds the set exactly: pinned
revisions, a seeded shuffle and hash-chosen cut points. public_manifest.json records the source row and turn of every
prompt.
- Downloads last month
- 13