Datasets:

haesol-shin
/

manta-1m-seqlen-513-1024

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f76e1a4dca0690e8f004bb87bcb65ab4	[ { "role": "user", "content": "In examining the impact of open-access publishing on the dissemination of mathematical research, a common argument posits that it significantly enhances accessibility and collaboration. However, flaw this reasoning by discussing potential drawbacks that could limit its effectiv...	6
18252396e1c8088bf171e91cafee3688	[ { "role": "user", "content": "How did the socio-political climate of the early 20th century influence the shift towards abstraction in Western painting, and what specific works exemplify this transition?" }, { "role": "assistant", "content": "The shift towards abstraction in Western painting dur...	7
cf2707677c7862824aa1580978c27cbf	[ { "role": "user", "content": "Imagine you are designing an early warning system for a research facility near a location where magnetic anomalies naturally occur and a series of electromagnets are periodically activated for scientific experiments. List the chronological sequence of events that would unfold, ...	7
71f6e4522f0d80d2accdc5e2876a350d	[ { "role": "user", "content": "Considering Nader Tehrani's integration of technology and material innovation in his architectural designs, how does his approach reflect broader contemporary challenges in sustainable urban development, and what specific elements of his work could be adapted to address the inc...	6
d71a8177b4ae0946326178b8aee53fcf	[ { "role": "user", "content": "Considering the historical context of Palestinian villages as discussed in our Middle Eastern History unit, how might the preservation of these villages contribute to understanding broader themes of resistance and cultural continuity in the face of political upheaval? Additiona...	5
3775f41fce10affe233253bdf325be0b	[ { "role": "user", "content": "Analyze how a selected contemporary music album has integrated influences from diverse cultural and musical traditions to create a unique artistic statement. In your essay, discuss specific musical elements (such as instrumentation, rhythm, melody, and lyrics), and explore the ...	6
5812524334f386d3a3064b68e55dd322	[ { "role": "user", "content": "How might implementing different data compression techniques in SQL Server impact query performance and storage efficiency, and what factors should be considered when choosing an appropriate compression level for a specific database scenario?" }, { "role": "assistant", ...	8
62dc08847c1d623786b52e993583e23e	[ { "role": "user", "content": "How has the interpretation of the 'War Powers' clause in the Constitution evolved over time, and what specific historical events or presidencies have significantly contributed to the expansion of presidential authority in matters of national security without explicit Congressio...	7
32d392d2f7e15ae7af8c460ab7a94bc3	[ { "role": "user", "content": "Considering the multifaceted roles of an author beyond writing—such as marketing, networking, and editing—how might these additional responsibilities impact an author's earning potential, and what strategies could an aspiring author implement to maximize income in this varied c...	5
dc616b4d1bf266abb9aca55a75c9683b	[ { "role": "user", "content": "In the context of analyzing Rotting Christ's discography within the broader framework of extreme metal music, how does the band's evolution from their early albums to their more recent works reflect broader societal and cultural shifts? Consider specific thematic elements, musi...	4
0dce8c03348e5dbf6de67d848983ad30	[ { "role": "user", "content": "Given a scenario where the probability of success in a single attempt is p, how would you formulate the probability mass function for obtaining exactly k successes in n independent trials, and what key parameters would you need to specify for calculating this probability precis...	5
489f6f44312bb4002d041c0ed257d1a0	[ { "role": "user", "content": "Arrange the following events in the correct chronological order that typically unfold following a nuclear explosion, explaining the impact on public safety at each stage: \n1. Immediate blast wave causing structural damage.\n2. Initial radioactive fallout settling on the ground...	8
821e65193d427bcccb23b41b004446b0	[ { "role": "user", "content": "Debate Topic: \"While regular aerobic exercise is widely recommended to reduce the risk of heart disease, should there be age-specific guidelines that limit high-intensity exercise recommendations for individuals over 65 to prevent potential cardiac stress?\"\n\n**Position A (A...	3
eacf7ef84bbb8cbc327699def2e55318	[ { "role": "user", "content": "True or False: In the context of geochronology focusing on radiometric dating techniques, while understanding that radiometric dating relies on the predictable decay rates of isotopes to determine the age of rocks and fossils, it is also accurate to state that the principles un...	4
d93f378c954ee57b253c758ad51ff4c1	[ { "role": "user", "content": "Given the vast expanse and potential for diverse environments within our galaxy, should the lack of detection of extraterrestrial civilizations thus far primarily be attributed to the improbability of their existence, or to limitations and biases inherent in our detection metho...	4
2f00045a930c837610c77347bc868b87	[ { "role": "user", "content": "Identify the principle behind solving mixture problems, such as determining how much of a weaker solution to add to a stronger solution to achieve a desired concentration. Then, apply this principle to a new scenario: If you start with 30 liters of a 30% acid solution and need ...	7
97fa1607ed6e85b7f1e85ea5187f6a8a	[ { "role": "user", "content": "Considering Carole Tongue's career and contributions to the European Parliament as highlighted in the case study, analyze how her work exemplifies the broader roles and impacts of public servants in shaping European policy. In your essay, integrate specific examples from her ca...	5
9a9610888a74f87345e73d860869a2f9	[ { "role": "user", "content": "Consider a scenario where the proof for minimizing squared error to derive the regression line assumes that the variance of the error terms is constant across all levels of the predictor variable (homoscedasticity). How could the presence of heteroscedasticity (non-constant var...	8
5b409156fb77a1ff4a80c1fa104877f8	[ { "role": "user", "content": "In order for the research on the effects of hypoxia on shrimp populations to convincingly argue that specific oxygen thresholds lead to significant population decline, it must be assumed that ________." }, { "role": "assistant", "content": "In order for the research...	4
62205debbd3152239f480732486f724c	[ { "role": "user", "content": "Which author's work most effectively illustrates the complex interplay between slavery, constitutional interpretation, and moral arguments leading up to the Civil War, and how does their approach compare to the nonfiction writers of the era?\n\nA) Harriet Beecher Stowe - \"Uncl...	5
d91aefdc464dcf8a8fe994d311efc715	[ { "role": "user", "content": "DEBATE: In academic essay writing (as covered in Unit: Writing Task 2 - Structure and Strategy), is it more beneficial to strictly adhere to a conventional essay structure (introduction, body paragraphs, conclusion) to ensure clarity and coherence, or should students be encoura...	6
e5a208a7e90df0081e9182abec0f8093	[ { "role": "user", "content": "Which of the following best illustrates a historian's approach to avoiding the anachronistic fallacy in historical essays? \n\nA) Interpreting a 19th-century political figure's actions through the lens of 21st-century ethical standards.\nB) Comparing the economic systems of anc...	6
e69db8605c703bfb58d1f918902d16ec	[ { "role": "user", "content": "Debate Topic: \"Is the formal definition of the derivative as a limit of secant slopes inherently more insightful than its alternative, such as the difference quotient approach, for understanding the instantaneous rate of change in practical applications?\"" }, { "role"...	5
a724dffa8d1f2730fd61b952b9bb4298	[ { "role": "user", "content": "In the context of managing cash and liquidity within a multinational corporation, should organizations prioritize adhering strictly to conservative cash management principles, such as those advocated by the Miller-Orr model, to ensure liquidity and minimize risk, or should they...	6
9ecdfe470338c3763547fbd2413fb81f	[ { "role": "user", "content": "Considering the influential roles played by key figures such as Eleanor Roosevelt and Kofi Annan in shaping international human rights law, analyze how potential biases or limitations in their backgrounds or perspectives might have influenced the development and implementation ...	6
b09bd947c8c5a89b28fb498ffb129b04	[ { "role": "user", "content": "Assume that a newly discovered biological molecule within a cell is crucial for efficient DNA replication but lacks hydroxyl (-OH) groups commonly found in nucleotides. For this molecule to effectively participate in DNA replication without these hydroxyl groups, which function...	8
10fb31506299f248471e03de077d6d81	[ { "role": "user", "content": "How does reimagining a classic song through a cover version reflect the cultural and musical trends of its new era, and what specific elements (melody, lyrics, arrangement) might a songwriter alter to make it resonate with a contemporary audience while honoring the original?" ...	6
6a32f0ac24eba61e7c2f1c0208fe0896	[ { "role": "user", "content": "Assuming the lecture argues that governmental recognition of polyamorous relationships is a matter of extending equal rights and protections similar to monogamous marriages, what underlying assumption must hold true for this argument to be logically consistent? Specifically, wh...	7
8709c172f6e4af7ea81cede33c21ff48	[ { "role": "user", "content": "Match each politician with their significant contribution or era they prominently influenced:\n\nA) Nelson Mandela\nB) Cleopatra\nC) Winston Churchill\nD) Indira Gandhi\n\nPairs:\n1. Anti-apartheid movement and South African presidency\n2. Last Pharaoh of Ancient Egypt, known f...	4
ce3887dd732f6e01ba0d4f91931a71c6	[ { "role": "user", "content": "Compare and contrast the historical classification approaches of lichens described by Carl Linnaeus with modern taxonomic methods. How have advancements in molecular biology influenced our current understanding and identification of lichen species, particularly in resolving amb...	8
501232a40e0051670bdb9e112c18b96e	[ { "role": "user", "content": "In the context of exploring historical linguistic evolution and genetic influences as discussed in Paleo-European Linguistics and Genetics (Syllabus 8), arrange the following events in chronological order to illustrate the development and potential interaction between ancient l...	4
d4010f81c273c66796a4abf62dbf81b4	[ { "role": "user", "content": "Explain how the technique of factoring common monomials can be extended to simplify and factor a given fourth-degree polynomial with multiple terms, and illustrate your explanation with an example. Additionally, discuss how recognizing patterns such as the difference of squares...	7
37d3a53f710e14f5dfbd4dffd95658ea	[ { "role": "user", "content": "In a recent community garden project, the relationship between the number of hours volunteers spend planting and the number of seedlings they can plant is being analyzed to optimize efficiency. The data collected is presented in the following table. \n\n\| Hours (h) \| Seedlings ...	5
918425b3ce6581ef38502ecdc23994b4	[ { "role": "user", "content": "Considering the profound impact of both architectural preservation and ecclesiastical reforms on societal structures, should the prioritization of significant commercial buildings listed on the National Register of Historic Places be reevaluated in light of the transformative e...	4
cd19a02c4ce501655bb92e1f33773337	[ { "role": "user", "content": "How did the 2017 Highland Council election results reflect the interplay between local issues and broader national political trends, and what implications might this have for voter engagement in subsequent local elections?" }, { "role": "assistant", "content": "To u...	6
3e3bac6c6796daad1454748389b951ea	[ { "role": "user", "content": "In the context of both astronomy and map navigation, how can understanding the periodic visibility patterns of Jupiter's Galilean moons inform or parallel the interpretation of periodic features or changes observed on topographic maps, such as seasonal alterations in terrain vi...	5
5c9c855f3d7876554a3073cae0afa49a	[ { "role": "user", "content": "How does the geographical location of Bucharest, Romania, influence its role as a cultural, economic, and political hub within the Balkan region, considering factors such as its proximity to the Black Sea, river systems, and neighboring countries?" }, { "role": "assista...	7
d4713224f3cce80fb149ac74d453106f	[ { "role": "user", "content": "In the context of beauty pageants evolving into significant platforms for career advancement, arrange the following career milestones of a notable international beauty pageant titleholder in chronological order: A) Successfully launching a sustainable fashion line, B) Being app...	5
483995beb7961a046c67cc69f82458b0	[ { "role": "user", "content": "In the context of modern web development, how do the enhancements introduced in Chrome Developer Tools version 74 specifically aid developers in optimizing CSS applications? Discuss with examples how these tools can streamline the debugging and visualization processes of comple...	6
f82d16b9d02aa4ec3e28e3ffdb351764	[ { "role": "user", "content": "Arrange the following cultural milestones involving influential figures and their significant works in chronological order, explaining briefly the historical context surrounding the earliest and latest events listed:\n\n1. The establishment of the Bauhaus by Walter Gropius\n2. ...	7
79ca2ad416ee1abaa476cdb8c6c6fdf8	[ { "role": "user", "content": "Considering the historical and contemporary debates surrounding abortion legislation in the United States, which of the following best explains a potential long-term impact of increasingly restrictive state-level abortion laws on federal policy dynamics? \n\nA) They may lead to...	5
b3301b0c098814183053fd90269ca60b	[ { "role": "user", "content": "Considering the multifaceted arguments surrounding the atomic bombings of Japan, which of the following best encapsulates a complex perspective that integrates ethical, legal, and military viewpoints?\n\nA) The bombings were solely justified as a military necessity to end the w...	4
83877e38dc948350178a19eb347db489	[ { "role": "user", "content": "Consider a dataset whose original distribution has a mean (μ) of 50 and a standard deviation (σ) of 10. A researcher applies a linear transformation to this dataset by first subtracting 20 from each data point and then dividing each result by 2. Explain how these transformatio...	9
79569a520b86484a6e0321e69794fc60	[ { "role": "user", "content": "Considering the pivotal role of hypotheses in guiding scientific research, how would you design a hypothesis for an unexplored area where preliminary data suggests a potential link between prolonged screen time and cognitive decline in adolescents? Additionally, explain how you...	8
d98522f65d85a81a0d77a2834ea853c5	[ { "role": "user", "content": "Identify and explain the core principle of inclusive design as discussed in the context of educational settings for children with disabilities and SEN. How does this principle influence the creation of universally accessible learning materials and environments, and what specifi...	7
195089911ac636b4bafe7f882ba6eb1a	[ { "role": "user", "content": "Considering the multifaceted reasons behind the Knights Templar's decline, including political machinations, financial troubles, and religious accusations, how might the historical trajectory of the Templars have differed if they had successfully navigated the papal investigati...	6

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MANTA-1M: Calibration Subset (Seq Len 513-1024)

Manta

Overview

This dataset is a length-specific subset of the LGAI-EXAONE/MANTA-1M dataset, curated specifically for Post-Training Quantization (PTQ) Calibration.

Following the insights from the MaCa (Matryoshka Calibration) paper, this dataset provides length-specific calibration samples to ensure that the quantization process accounts for the variable weight importance across different input scales. By focusing on the 513-1024 token range, this subset helps capture "Late Channel" activation patterns that are often underrepresented in longer, fixed-length calibration sets.

Note: This is part of a multi-scale calibration series. For longer contexts (which capture "Early Channel" patterns), please refer to the MANTA-1M: Calibration Subset (Seq Len 1025-2048).

Dataset Details

Source: Filtered from LGAI-EXAONE/MANTA-1M.
Filtering Criteria:
- Sequence Length: 513 to 1024 tokens (Total Context: Prompt + Completion)
- Tokenizer: LGAI-EXAONE/EXAONE-4.0-1.2B
Purpose: Optimized for Multi-scale Calibration, allowing models to maintain accuracy across various context lengths by providing a more stable and representative Hessian estimate.

Domain Diversity

This subset preserves the diverse domain distribution of the original MANTA-1M. (Percentages represent the original distribution and may vary slightly due to length filtering).

Domain (Original)	Percentage
Mathematics	17.37%
Social Sciences	21.21%
Natural Sciences	22.39%
Computer Science & Coding	24.82%
Others	~15%

Usage

from datasets import load_dataset

# Load the calibration subset
dataset = load_dataset("haesol-shin/manta-1m-seqlen-513-1024", split="train")

# Shuffle and select random samples
calibration_set = dataset.shuffle(seed=42).select(range(128))

References & License

[1] Methodology Inspiration (MaCa): If you use this dataset for quantization research, please cite the MaCa paper:

@article{son2026maca,
  title={On the Importance of a Multi-Scale Calibration for Quantization},
  author={Son, Seungwoo and Seong, Ingyu and Kim, Junhan and Jang, Hyemi and Jeon, Yongkweon},
  journal={arXiv preprint arXiv:2602.07465},
  year={2026}
}

[2] Data License: This dataset is released under the CC-BY-NC-4.0 License.