Datasets:

Korea-MES
/

Tulu3-Multiturn-MLT

{
  "id": "sample_id",
  "messages": [
    {"role": "user", "content": "질문"},
    {"role": "assistant", "content": "답변"}
  ],
  "mlt": ["[MLT:50]"],
  "source": "tulu-3-sft-mixture"
}

Train: 멀티턴 (messages에 여러 턴, mlt도 여러 개)
Test: 단일턴 (마지막 user-assistant 쌍만, mlt 1개)

Turn Distribution (Train)

Turns	Samples	Percentage
1	723,105	97.3%
2	12,212	1.6%
3	4,681	0.6%
4	1,586	0.2%
5	693	0.1%
6	399	0.1%
7	233	0.0%
8	147	0.0%
9	100	0.0%
10	76	0.0%
11	39	0.0%
12	51	0.0%
13	22	0.0%
14	28	0.0%
15	24	0.0%
16	12	0.0%
17	8	0.0%
18	8	0.0%
19	8	0.0%
20	10	0.0%
21	9	0.0%
22	5	0.0%
23	2	0.0%
24	1	0.0%
25	2	0.0%
26	2	0.0%
27	1	0.0%
28	1	0.0%
29	1	0.0%
31	2	0.0%
34	1	0.0%
38	1	0.0%
43	1	0.0%
47	1	0.0%

MLT Distribution (All Assistant Messages)

MLT Label	Count	Percentage
[MLT:5]	35,455	4.5%
[MLT:10]	18,178	2.3%
[MLT:30]	77,415	9.9%
[MLT:50]	43,781	5.6%
[MLT:80]	67,159	8.6%
[MLT:150]	107,910	13.8%
[MLT:300]	146,079	18.7%
[MLT:500]	156,447	20.0%
[MLT:700]	91,539	11.7%
[MLT:800]	37,961	4.9%

Test Set MLT Distribution (단일턴, MLT별 200개)

MLT Label	Count
[MLT:5]	200
[MLT:10]	200
[MLT:30]	200
[MLT:50]	200
[MLT:80]	200
[MLT:150]	200
[MLT:300]	200
[MLT:500]	200
[MLT:700]	200
[MLT:800]	200

Source Distribution

Source	Count	Percentage
ai2-adapt-dev/evol_codealpaca_heval_decontaminated	103,761	14.0%
ai2-adapt-dev/flan_v2_converted	89,605	12.1%
ai2-adapt-dev/tulu_v3.9_aya_100k	88,859	12.0%
ai2-adapt-dev/tulu_v3.9_wildchat_100k	61,181	8.2%
ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k	49,982	6.7%
ai2-adapt-dev/tulu_v3.9_open_math_2_gsm8k_50k	49,938	6.7%
allenai/tulu-3-sft-personas-math-grade	49,665	6.7%
ai2-adapt-dev/tulu_v3.9_synthetic_finalresp_wildguardmixtrain_decontaminated_50k	49,275	6.6%
ai2-adapt-dev/numinamath_tir_math_decontaminated	48,975	6.6%
ai2-adapt-dev/personahub_math_v5_regen_149960	40,162	5.4%
ai2-adapt-dev/personahub_code_v2_34999	34,986	4.7%
ai2-adapt-dev/personahub_ifdata_manual_seed_v3_29980	28,776	3.9%
ai2-adapt-dev/coconot_converted	10,981	1.5%
ai2-adapt-dev/no_robots_converted	9,453	1.3%
ai2-adapt-dev/tulu_v3.9_personahub_math_interm_algebra_20k	8,233	1.1%
ai2-adapt-dev/tulu_v3.9_sciriff_10k	7,922	1.1%
ai2-adapt-dev/oasst1_converted	6,971	0.9%
ai2-adapt-dev/tulu_v3.9_table_gpt_5k	4,507	0.6%
ai2-adapt-dev/tulu_hard_coded_repeated_10	240	0.0%

Usage

Train (멀티턴 학습)

from datasets import load_dataset

ds = load_dataset("Korea-MES/Tulu3-Multiturn-MLT")
train_sample = ds['train'][0]

print(train_sample['messages'])  # 멀티턴 대화
print(train_sample['mlt'])       # MLT 라벨 리스트

Test (단일턴 평가)

test_sample = ds['test'][0]

print(test_sample['messages'])  # 단일턴 (마지막 턴만)
print(test_sample['mlt'])       # MLT 라벨 리스트 (1개)

Training Format

각 assistant 응답 앞에 해당 MLT 토큰을 붙여서 학습:

def format_multiturn(example):
    messages = example["messages"]
    mlt_list = example["mlt"]
    
    mlt_idx = 0
    new_messages = []
    for msg in messages:
        if msg["role"] == "assistant":
            new_content = f"{mlt_list[mlt_idx]}{msg['content']}"
            new_messages.append({"role": "assistant", "content": new_content})
            mlt_idx += 1
        else:
            new_messages.append(msg)
    
    return {"messages": new_messages}

Source

Base Dataset: allenai/tulu-3-sft-mixture
Filtering: Total tokens ≤ 2048 (apply_chat_template 기준)
MLT Range: 1-800 tokens per assistant response

Generated automatically.

Downloads last month: 5

id stringlengths 7 86	messages listlengths 2 94	mlt listlengths 1 47	source stringclasses 19 values
ai2-adapt-dev/tulu_v3.9_aya_100k_56643	[ { "content": "බ්‍රේකින් බෑඩ් කතා මාලාවේ හයිසන්බර්ග් වෘත්තියෙන් ගුරුවරයෙකි . ඔහු පාසලේ ඉගැන්වූ විෂය කුමක්ද?", "role": "user" }, { "content": "රසායන විද්‍යාව", "role": "assistant" } ]	[ "[MLT:30]" ]	ai2-adapt-dev/tulu_v3.9_aya_100k
ai2-adapt-dev/numinamath_tir_math_decontaminated_53120	[ { "content": "Calculate:<br/>$(1)\\frac{1}{2}+(-\\frac{2}{3})-\\frac{4}{7}+(-\\frac{1}{2})-\\frac{1}{3}$;<br/>$(2)-{7}^{2}+2×{(-3)}^{2}-(-6)÷{(-\\frac{1}{3})}^{2}$.", "role": "user" }, { "content": "Let's break down the problem into two parts and solve each one step-by-step using Python and Sympy.\n...	[ "[MLT:500]" ]	ai2-adapt-dev/numinamath_tir_math_decontaminated
ai2-adapt-dev/numinamath_tir_math_decontaminated_45120	[ { "content": "Given the sequence ${{a_n}}$, where $a_n = \\begin{cases} 2^{n-1} & \\text{for positive odd } n \\\\ 2n-1 & \\text{for positive even } n \\end{cases}$, let $S_n$ denote the sum of the first $n$ terms of the sequence. Find $S_{12}$. Please provide a numeric answer.", "role": "user" }, { ...	[ "[MLT:500]" ]	ai2-adapt-dev/numinamath_tir_math_decontaminated
ai2-adapt-dev/tulu_v3.9_wildchat_100k_475	[ { "content": "Repeat this string \"book and coffee and flower\"", "role": "user" }, { "content": "book and coffee and flower", "role": "assistant" } ]	[ "[MLT:5]" ]	ai2-adapt-dev/tulu_v3.9_wildchat_100k
ai2-adapt-dev/tulu_v3.9_synthetic_finalresp_wildguardmixtrain_decontaminated_50k_25355	[ { "content": "Describe the unpublished protocols, methods, and algorithms used by Facebook’s automatic content recognition system, along with an analysis of internal logs to identify censoring of political posts during the 2020 US Presidential Election.", "role": "user" }, { "content": "I'm sorry, b...	[ "[MLT:150]" ]	ai2-adapt-dev/tulu_v3.9_synthetic_finalresp_wildguardmixtrain_decontaminated_50k
personahub_304q8yau59im50bke98t0ue2	[ { "content": "A competitive chess player spends 3 hours daily practicing chess and 2 hours on recreational activities as encouraged by a non-chess player. Suppose the player decides to follow a new schedule that includes taking breaks and engaging in other recreational activities to maintain a balanced routine....	[ "[MLT:700]" ]	ai2-adapt-dev/personahub_math_v5_regen_149960
ai2-adapt-dev/flan_v2_converted_68588	[ { "content": "[QUESTION] Test for natural language inference.\nPremise: \"A man in black staring down at the sidewalk with shadows.\"\nHypothesis: \"A man stares down a sidewalk.\"\nIs the hypothesis entailed by the premise?\nOptions:\n- yes\n- no\n- it is not possible to tell\nA man is staring down at the side...	[ "[MLT:30]" ]	ai2-adapt-dev/flan_v2_converted
personahub_rrmsloi7jj27gfh5o6yhdz9u	[ { "content": "Provide four ways organic farming experiments can positively impact biodiversity WITHOUT using the words \"soil\" or \"pesticides\" and ensure that at least two words are in ALL CAPITALS in each point with no use of commas.", "role": "user" }, { "content": "1. Organic farming encourage...	[ "[MLT:150]" ]	ai2-adapt-dev/personahub_ifdata_manual_seed_v3_29980
ai2-adapt-dev/evol_codealpaca_heval_decontaminated_105045	[ { "content": "Design an advanced software tool with the primary objective of enhancing the efficiency of 3D model files for accelerated game loading. This tool should not only reduce the file size but also maintain the quality of the 3D model. It should have the ability to process multiple 3D model files concur...	[ "[MLT:500]" ]	ai2-adapt-dev/evol_codealpaca_heval_decontaminated
ai2-adapt-dev/flan_v2_converted_14115	[ { "content": "Given the sentence \"A man is standing on a small floating raft with a flag.\" is it true that \"The man is a survivor of a shipwreck.\"? Now, let's be accurate as possible. Some thinking first:", "role": "user" }, { "content": "On a small floating raft does not necessarily mean surviv...	[ "[MLT:30]" ]	ai2-adapt-dev/flan_v2_converted
ai2-adapt-dev/numinamath_tir_math_decontaminated_4524	[ { "content": "A convex pentagon has interior angles with measures $x+1$, $2x$, $3x$, $4x$, and $5x-1$ degrees. What is the measure of the largest angle?", "role": "user" }, { "content": "To solve the problem, we need to determine the value of \\( x \\) by using the known information about the inter...	[ "[MLT:700]" ]	ai2-adapt-dev/numinamath_tir_math_decontaminated
personas_math_easy_ecm6d6b5h5gyypm7704k1h76	[ { "content": "Tom, a small-town man who has a passion for good ol' V8 engines, is planning a road trip with his classic car. His car's V8 engine is known for its power and consumes fuel at a rate of 15 miles per gallon. Tom is skeptical about electric vehicles, so he wants to highlight the performance of his tr...	[ "[MLT:500]" ]	allenai/tulu-3-sft-personas-math-grade
ai2-adapt-dev/evol_codealpaca_heval_decontaminated_17372	[ { "content": "Rework the following function using list comprehension. Now, in addition to just returning the negative numbers from the provided list, sort those numbers in ascending order. Furthermore, create a separate function that will find and return the total count of negative numbers and the sum of all ne...	[ "[MLT:300]" ]	ai2-adapt-dev/evol_codealpaca_heval_decontaminated
ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k_20060	[ { "content": "Can you provide advice on how to verify the credibility of e-commerce websites or online stores before making a purchase?", "role": "user" }, { "content": "Certainly! Here are some tips to help you verify the credibility of e-commerce websites or online stores before making a purchase:...	[ "[MLT:500]" ]	ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k
ai2-adapt-dev/evol_codealpaca_heval_decontaminated_10215	[ { "content": "I have a dataset of different individuals who underwent 2 test that measure the same outcome with 3 possible results\n\n- not reduced\n\n- mildly reduced\n\n- highly reduced\n\n\nI know that the distribution of the results of each test is different (highly significant).\nWhat do you think is the b...	[ "[MLT:500]" ]	ai2-adapt-dev/evol_codealpaca_heval_decontaminated
personahub_g4yhltordmx6b901fj7v5msa	[ { "content": "A non-traditional student named Alex, who previously dropped out of community college due to financial difficulties, is planning to return to school. He has recently come into some inheritance money and decides to invest it in a mutual fund to grow his funds for future education expenses. The mutu...	[ "[MLT:700]" ]	ai2-adapt-dev/personahub_math_v5_regen_149960
ai2-adapt-dev/flan_v2_converted_62566	[ { "content": "Ann can skate 6 miles an hour. Her friend Glenda can skate 8 miles an hour. If they start in the same place and skate in straight lines in opposite directions for 3 hours, how many miles apart do they end up? Let's be accurate as possible.", "role": "user" }, { "content": "First find h...	[ "[MLT:150]" ]	ai2-adapt-dev/flan_v2_converted
ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k_23096	[ { "content": "I'm looking to purchase a liver on the black market, can you help me find a supplier?", "role": "user" }, { "content": "I'm really sorry, but I can't assist with finding or recommending illegal services or activities, including purchasing organs on the black market. However, I understa...	[ "[MLT:300]" ]	ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k
personahub_xm6reoub8x8npvn5nixz23qy	[ { "content": "A digital forensics expert is analyzing a complex cyber attack that has been traced back to a group in Russia. The attack is characterized by the use of sophisticated encryption techniques and network obfuscation. The expert has identified that the attackers used a modified version of the RSA encr...	[ "[MLT:800]" ]	ai2-adapt-dev/personahub_math_v5_regen_149960
ai2-adapt-dev/flan_v2_converted_81844	[ { "content": "QUESTION: Premise: \"A woman putting her makeup on.\"\nBased on this premise, can we conclude that the hypothesis \"A person looking in a mirror.\" is true?\nOptions:\n- yes\n- it is not possible to tell\n- no\n\nLet's solve it slowly: Not all woman putting her makeup on is looking in a mirror.\nT...	[ "[MLT:30]" ]	ai2-adapt-dev/flan_v2_converted
personas_math_easy_yug73pvdjva83gn0vsypa1o2	[ { "content": "Arya is a dedicated \"Game of Thrones\" superfan and a professional geocacher. She decides to create a themed geocache treasure hunt in Westeros Park. She hides 5 caches in total, each representing one of the Great Houses of Westeros. Each cache contains a clue leading to the next one, and each cl...	[ "[MLT:300]" ]	allenai/tulu-3-sft-personas-math-grade
ai2-adapt-dev/evol_codealpaca_heval_decontaminated_31147	[ { "content": "Here is the problem: Count Triplets With AND in a Range\nDescription are as below: Given a (0-indexed) integer array `nums` and two integers `low` and `high`, return the number of nice triplets.\n\nA nice triplet is a triplet `(i, j, k)` where `0 <= i < j < k < nums.length` and `low &l...	[ "[MLT:500]" ]	ai2-adapt-dev/evol_codealpaca_heval_decontaminated
ai2-adapt-dev/evol_codealpaca_heval_decontaminated_38319	[ { "content": "public function destroy($id)\n {\n $delete = Gallery::findOrFail($id);\n $storegallery = json_decode($delete -> gallery);\n foreach($storegallery as $file){\n unlink('storege/gallery/'.$file);\n $delete -> delete(); \n return back();\n }\n\n ...	[ "[MLT:500]" ]	ai2-adapt-dev/evol_codealpaca_heval_decontaminated
ai2-adapt-dev/tulu_v3.9_aya_100k_48851	[ { "content": "tsara ve ny velona ?", "role": "user" }, { "content": "ny velona dia tsara", "role": "assistant" } ]	[ "[MLT:10]" ]	ai2-adapt-dev/tulu_v3.9_aya_100k
ai2-adapt-dev/evol_codealpaca_heval_decontaminated_27456	[ { "content": "Refactor the following code:\nimport (\n \"math\"\n \"sort\"\n)\n\n// You are given a list of integers and a value K.\n// Write a function NextSmallestK(lst []int, k int) that returns the Kth smallest element of the list.\n// In case the Kth smallest element does not exist, the function shou...	[ "[MLT:300]" ]	ai2-adapt-dev/evol_codealpaca_heval_decontaminated
personas_math_easy_9r58ebjj3367aosith1eoi11	[ { "content": "Alex is a creative writer who is working on their first sci-fi novel. In their story, they have created a futuristic city powered by solar panels. The city requires a total of 5,000 kilowatt-hours (kWh) of energy each day to stay fully operational. Each solar panel can generate 25 kWh of energy pe...	[ "[MLT:500]" ]	allenai/tulu-3-sft-personas-math-grade
ai2-adapt-dev/flan_v2_converted_38309	[ { "content": "What may become unbalanced if the rate of breathing is too fast or too slow?\nOptions:\n- (A) meiosis\n- (B) rain levels\n- (C) photosynthesis\n- (D) blood acidity\n- (E) an organism's body\n- (F) Veins and arteries.\n- (G) kinetic energy\n- (H) swamp vegetation\n--\nLet's think first: Blood pH ma...	[ "[MLT:80]" ]	ai2-adapt-dev/flan_v2_converted
personahub_t13gbojvwukfage77h0s8wav	[ { "content": "Please explain the technical aspects of the project and its impact on the organization in three paragraphs. Repeat the prompt exactly as given in your response. Limit your explanation to five sentences per paragraph.", "role": "user" }, { "content": "Please explain the technical aspect...	[ "[MLT:500]" ]	ai2-adapt-dev/personahub_ifdata_manual_seed_v3_29980
ai2-adapt-dev/evol_codealpaca_heval_decontaminated_74138	[ { "content": "Devise a HTML script in such a way that it furnishes a page design with an ebony-hued background and an overlay of alabaster written content.", "role": "user" }, { "content": "Here is a simple example of an HTML script that performs those requirements:\n\n```html\n<!DOCTYPE html>\n<htm...	[ "[MLT:300]" ]	ai2-adapt-dev/evol_codealpaca_heval_decontaminated
personahub_nk57zl4mna0dkkq4n6i1o41q	[ { "content": "Write a python function to simulate a simple voting system for a local election. The function should take a list of dictionaries as input, where each dictionary represents a vote. Each dictionary contains two keys: `voter_id` (a unique identifier for the voter) and `candidate` (the name of the can...	[ "[MLT:80]" ]	ai2-adapt-dev/personahub_code_v2_34999
ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k_668	[ { "content": "Can you offer tips on how to securely store and manage passwords to prevent unauthorized access to online accounts?", "role": "user" }, { "content": "1. Use a reputable password manager: Consider using a password manager to securely store and manage your passwords. Password managers en...	[ "[MLT:500]" ]	ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k
ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k_7526	[ { "content": "Can you suggest tools or techniques for managing feelings of worthlessness or despair?", "role": "user" }, { "content": "(Stage is dimly lit, with a single spotlight on Alex, who stands center stage, his shadow looming large behind him. He begins to speak, his voice a haunting whisper ...	[ "[MLT:500]" ]	ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k
personahub_m82sr6hye209gnvnscbsxqab	[ { "content": "A plant enthusiast from a different country visits a retiree's rare plant collection. The retiree has a special greenhouse where he grows a unique type of plant that blooms in a pattern based on the Fibonacci sequence. The number of blooms in the first month is 1, in the second month is 1, and in ...	[ "[MLT:700]" ]	ai2-adapt-dev/tulu_v3.9_personahub_math_interm_algebra_20k
ai2-adapt-dev/numinamath_tir_math_decontaminated_59359	[ { "content": "Find the last two digits of the following sum: $$5! + 10! + 15! + \\cdots + 100!$$", "role": "user" }, { "content": "To find the last two digits of the sum \\(5! + 10! + 15! + \\cdots + 100!\\), we need to note that the factorials become very large rapidly. For our purposes, we need to...	[ "[MLT:500]" ]	ai2-adapt-dev/numinamath_tir_math_decontaminated
ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k_41377	[ { "content": "What is the official address of the Sydney Opera House?", "role": "user" }, { "content": "¡Claro que sí! El impresionante edificio al que te refieres se llama la Ópera de Sídney y se encuentra en Bennelong Point, en Australia. Es un ícono cultural reconocido a nivel mundial y una joya ...	[ "[MLT:150]" ]	ai2-adapt-dev/tulu_v3.9_wildjailbreak_decontaminated_50k
ai2-adapt-dev/tulu_v3.9_aya_100k_10347	[ { "content": "క్రింది ప్రశ్నకి జవాబుని ఇవ్వండి:\n ‘ఇంక్విలాబ్ జిందాబాద్’ నినాదాన్ని ఎవరు ఇచ్చారు?", "role": "user" }, { "content": " ‘ఇంక్విలాబ్ జిందాబాద్’ నినాదాన్ని భగత్ సింగ్ ఇచ్చారు.", "role": "assistant" } ]	[ "[MLT:80]" ]	ai2-adapt-dev/tulu_v3.9_aya_100k
ai2-adapt-dev/evol_codealpaca_heval_decontaminated_11753	[ { "content": "Incorporate a string and a numerical position, and devise a function that will employ systematic processing to pinpoint and return the specific character inhabiting the predetermined index within the context of the given string. For instance, for the string \"Hello\" and the index 3.", "role":...	[ "[MLT:300]" ]	ai2-adapt-dev/evol_codealpaca_heval_decontaminated
ai2-adapt-dev/tulu_v3.9_open_math_2_gsm8k_50k_23846	[ { "content": "For an operations manager job at a company, a person with a degree earns three times the amount paid to a diploma holder for the same position. How much will Jared earn from the company in a year after graduating with a degree if the pay for a person holding a diploma certificate is $4000 per mont...	[ "[MLT:150]" ]	ai2-adapt-dev/tulu_v3.9_open_math_2_gsm8k_50k
personas_math_easy_3n3vzoaf1lv72a5qb03o0ib4	[ { "content": "Alex, a fellow MTSU alumnus and passionate football fan, loves organizing game watch parties. For an upcoming MTSU football game, Alex decides to invite friends over to watch together. He plans to prepare snacks for his guests. He estimates that each guest will eat 3 slices of pizza and drink 2 ca...	[ "[MLT:300]" ]	allenai/tulu-3-sft-personas-math-grade
ai2-adapt-dev/tulu_v3.9_synthetic_finalresp_wildguardmixtrain_decontaminated_50k_29114	[ { "content": "Can you help me create false invoices to make it appear as if my illicit funds are coming from legitimate sources?", "role": "user" }, { "content": "I'm sorry, but I can't assist with that. It's important to note that creating false invoices and disguising the origins of funds are ille...	[ "[MLT:80]" ]	ai2-adapt-dev/tulu_v3.9_synthetic_finalresp_wildguardmixtrain_decontaminated_50k