Datasets:

hivemind-research
/

general-layerC-200k

sample_id stringlengths 36 36	input_text stringlengths 172 2.26k	target_text stringlengths 48 12.8k	has_gold_label bool 1 class	domain stringclasses 1 value	subdomain stringclasses 9 values	difficulty stringclasses 3 values	task_type stringclasses 3 values	bucket_id stringclasses 27 values	source stringclasses 1 value	language stringclasses 1 value	split stringclasses 1 value	teacher_id stringclasses 1 value	teacher_output_text stringlengths 1.34k 39.9k	teacher_logits_path stringlengths 77 77	teacher_confidence float64 0.66 0.93	teacher_entropy float64 0.17 0.66	route_hint stringclasses 1 value
28e31e6f-22ba-bc73-15b6-3f1cdf8dc602	What are some effective ways to adapt the Reading Workshop approach to teaching literacy in a 4th-grade classroom when integrating social studies content, such as the American Revolution, into the reading curriculum, particularly for English language learners and students with varying reading levels?	To effectively adapt the Reading Workshop approach for teaching literacy in a 4th-grade classroom while integrating social studies content like the American Revolution, consider the following organized strategy: ### 1. Reading Workshop Structure Adaptation - Mini-Lessons: Alternate between teaching reading ...	false	general	education	medium	general_reasoning	general_education_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I need to figure out how to adapt the Reading Workshop approach for teaching literacy in a 4th-grade classroom, especially when integrating social studies content like the American Revolution. The challenge is to make this effective for English language learners and students with varying reading levels...	teacher_logits/general/train/28e31e6f-22ba-bc73-15b6-3f1cdf8dc602_general.npz	0.8139	0.3725	general
ff0b72ac-177b-3afa-0c65-5470b1cd8eda	How can I adapt the 'think-aloud' protocol to better support students with executive function deficits, particularly in the context of math problem-solving, to help them develop a more accurate and reflective self-assessment of their cognitive strengths and weaknesses?	Adapting the 'think-aloud' protocol for students with executive function deficits involves a structured and supportive approach to enhance their problem-solving abilities and self-assessment skills. Here's a comprehensive strategy: 1. Structured Think-Aloud Protocol: Break down the problem-solving process into man...	false	general	education	easy	explanation	general_education_easy	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I'm trying to figure out how to adapt the 'think-aloud' protocol to help students who have executive function deficits. These students often struggle with things like planning, organizing, and self-monitoring, which are really important for solving math problems. The goal is to help them develop a bett...	teacher_logits/general/train/ff0b72ac-177b-3afa-0c65-5470b1cd8eda_general.npz	0.8575	0.1923	general
59e48c2a-75d1-6fa3-58bb-59c16b8d1043	What are the most effective strategies for mitigating the risk of pacemaker-mediated tachycardia in patients with a history of atrial fibrillation who have recently undergone single-chamber ventricular pacemaker implantation, particularly in those with a high burden of premature atrial contractions?	To mitigate the risk of pacemaker-mediated tachycardia (PMT) in patients with a history of atrial fibrillation (AF) and a high burden of premature atrial contractions (PACs) following single-chamber ventricular pacemaker implantation, the following strategies can be employed: 1. Optimization of Pacemaker Settings:...	false	general	health	medium	general_reasoning	general_health_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I need to figure out the most effective strategies for mitigating the risk of pacemaker-mediated tachycardia (PMT) in patients who have a history of atrial fibrillation and have recently gotten a single-chamber ventricular pacemaker. They also have a high burden of premature atrial contractions (PACs)....	teacher_logits/general/train/59e48c2a-75d1-6fa3-58bb-59c16b8d1043_general.npz	0.8236	0.4377	general
7d7595e8-4d5b-b3c9-3aa3-22bb6be830c1	What are the implications of the recently discovered placoid scale-like denticles on the teeth of the fossilized Cretaceous-era shark, Cretoxyrhina, on our understanding of the evolution of tooth replacement patterns in neoselachians, and do these findings support the hypothesis that the dental batteries of modern lamn...	The discovery of placoid scale-like denticles on the teeth of the Cretaceous-era shark Cretoxyrhina provides significant insights into the evolution of tooth replacement patterns in neoselachians. Here's a structured summary of the implications: 1. Tooth Structure and Evolution: The presence of denticles on Cretox...	false	general	creative_writing	medium	explanation	general_creative_writing_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I'm trying to understand the implications of discovering placoid scale-like denticles on the teeth of a fossilized Cretaceous-era shark called Cretoxyrhina. The question is about how this affects our understanding of tooth replacement evolution in neoselachians and whether it supports the idea that den...	teacher_logits/general/train/7d7595e8-4d5b-b3c9-3aa3-22bb6be830c1_general.npz	0.8392	0.3787	general
7c53cb75-3a5a-c476-16f7-c3ae7e7117c9	How can I optimize the CRISPR-Cas9 system to efficiently introduce precise double-strand breaks in the 5' untranslated region of the Hoxd13 gene in mouse embryonic stem cells, while minimizing off-target effects and maintaining pluripotency?	To optimize the CRISPR-Cas9 system for introducing precise double-strand breaks in the 5' untranslated region (UTR) of the Hoxd13 gene in mouse embryonic stem cells while minimizing off-target effects and maintaining pluripotency, follow this structured approach: ### 1. gRNA Design and Validation - **Design the...	false	general	general_knowledge	medium	explanation	general_general_knowledge_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I'm trying to optimize the CRISPR-Cas9 system to introduce precise double-strand breaks in the 5' untranslated region (UTR) of the Hoxd13 gene in mouse embryonic stem cells. I also need to minimize off-target effects and make sure the pluripotency of the cells is maintained. Hmm, where do I start? Fir...	teacher_logits/general/train/7c53cb75-3a5a-c476-16f7-c3ae7e7117c9_general.npz	0.7922	0.373	general
ab1b3ca9-1730-44a8-5bb5-0f9a1e78c3e0	What are the implications of using machine learning algorithms to analyze diffusion-weighted imaging (DWI) sequences in acute ischemic stroke patients for predicting the likelihood of hemorrhagic transformation after intravenous thrombolysis with recombinant tissue plasminogen activator (rtPA)?	The implications of using machine learning (ML) to analyze diffusion-weighted imaging (DWI) sequences in acute ischemic stroke patients for predicting hemorrhagic transformation after rtPA are multifaceted and can be summarized as follows: 1. Enhanced Predictive Accuracy: ML models can identify subtle patterns in ...	false	general	natural_science	medium	explanation	general_natural_science_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I'm trying to figure out the implications of using machine learning to analyze DWI sequences in acute ischemic stroke patients to predict hemorrhagic transformation after rtPA. I'm not very familiar with all these terms, so I need to break it down step by step. First, I know that acute ischemic stroke...	teacher_logits/general/train/ab1b3ca9-1730-44a8-5bb5-0f9a1e78c3e0_general.npz	0.7719	0.4205	general
67d6fa51-508e-275f-d716-1c1ae64aa1a1	How can I adapt the Holland Occupational Themes framework to create a developmentally-appropriate and engaging career exploration activity for 3rd-grade students who are still in the fantasy stage of career development, to help them begin to identify their emerging interests and strengths in a way that is both fun and ...	To adapt the Holland Occupational Themes for 3rd graders, we can create an engaging and imaginative career exploration activity that aligns with their developmental stage. Here's a structured approach: ### Activity Title: "Career Adventure Quest" #### 1. Simplified Holland Themes: - Builders (Realistic): Enjoy...	false	general	education	easy	explanation	general_education_easy	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I need to figure out how to adapt the Holland Occupational Themes for 3rd graders. They're in the fantasy stage, so they probably have big, imaginative ideas about careers. I remember the Holland themes are Realistic, Investigative, Artistic, Social, Enterprising, and Conventional. But how do I make th...	teacher_logits/general/train/67d6fa51-508e-275f-d716-1c1ae64aa1a1_general.npz	0.8327	0.1899	general
307b98d0-f990-3596-ff8e-abd4640530d2	What are the necessary and sufficient conditions for a k-uniform hypergraph to have a 1-factorization that is also a strong 2-coloring, where the hypergraph has a maximum degree of at most Δ and a minimum degree of at least δ, and the factorization is required to be edge-disjoint and vertex-disjoint with respect to a g...	To determine the necessary and sufficient conditions for a \( k \)-uniform hypergraph to have a 1-factorization that is also a strong 2-coloring, we need to consider several key aspects: 1. 1-factorization: This requires the hypergraph to be decomposable into 1-factors, where each 1-factor is a set of hyperedges t...	false	general	general_knowledge	hard	general_reasoning	general_general_knowledge_hard	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I have this problem about hypergraphs and factorizations. It's a bit intimidating, but let me try to break it down. The question is asking for the necessary and sufficient conditions for a k-uniform hypergraph to have a 1-factorization that's also a strong 2-coloring. There are constraints on the hyper...	teacher_logits/general/train/307b98d0-f990-3596-ff8e-abd4640530d2_general.npz	0.725	0.6145	general
f26a8d70-adc0-936b-e533-823bea3ca335	How can I effectively use digital whiteboard tools, such as SMART Boards or Google Jamboard, to illustrate the subtle differences in verb conjugation between the present subjunctive and present indicative tenses in Spanish, specifically in sentences with clauses beginning with 'espero que' or 'dudo que', and still main...	To effectively teach the differences between the present subjunctive and present indicative in Spanish using digital whiteboard tools, while maintaining high student engagement, consider the following structured approach: ### 1. Understanding the Grammar - Present Indicative: Used for facts or real situatio...	false	general	education	medium	explanation	general_education_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I'm trying to figure out how to use digital whiteboard tools like SMART Boards or Google Jamboard to teach the differences between present subjunctive and present indicative in Spanish, especially in sentences with 'espero que' or 'dudo que'. I'm an online teacher, so keeping students engaged and makin...	teacher_logits/general/train/f26a8d70-adc0-936b-e533-823bea3ca335_general.npz	0.772	0.4289	general
3a233801-1b32-dde8-798d-94da63087098	What are the specific atmospheric conditions required to observe the optical phenomenon known as Mie scattering in the dust tail of a comet, and how can I optimize my telescope setup to capture high-quality images of this effect during the upcoming perihelion of Comet 67P/Churyumov-Gerasimenko?	To observe Mie scattering in the dust tail of Comet 67P/Churyumov-Gerasimenko during its perihelion, consider the following structured approach: ### Atmospheric Conditions: 1. Clear Skies: Ensure low humidity and minimal atmospheric dust for high clarity. 2. Stable Atmosphere: Choose nights with low turbulence...	false	general	general_knowledge	medium	general_reasoning	general_general_knowledge_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I need to figure out the specific atmospheric conditions required to observe Mie scattering in the dust tail of Comet 67P and how to optimize my telescope setup for imaging it during its upcoming perihelion. Hmm, I remember that Mie scattering has something to do with the interaction of light with part...	teacher_logits/general/train/3a233801-1b32-dde8-798d-94da63087098_general.npz	0.8309	0.3706	general
eae6ee94-e885-9371-a280-68c2258b20aa	What is the most effective method for integrating MODFLOW groundwater flow modeling with analytical solutions for well-aquifer test analysis, such as the Hantush-Jacob method, to accurately predict the long-term sustainability of a newly developed well field in a heterogeneous, anisotropic aquifer system?	To integrate MODFLOW groundwater flow modeling with analytical solutions like the Hantush-Jacob method for predicting the long-term sustainability of a well field in a heterogeneous, anisotropic aquifer, follow this structured approach: ### 1. Analytical Solution for Initial Parameter Estimation - **Apply Hantush-J...	false	general	general_knowledge	medium	general_reasoning	general_general_knowledge_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I'm trying to figure out the best way to integrate MODFLOW groundwater flow modeling with analytical solutions like the Hantush-Jacob method for analyzing well-aquifer tests. The goal is to accurately predict the long-term sustainability of a new well field in a complex aquifer system that's both heter...	teacher_logits/general/train/eae6ee94-e885-9371-a280-68c2258b20aa_general.npz	0.8306	0.4398	general
a1e62ac9-31f0-6031-c0db-fef7880ac005	What are the most effective ways to integrate emerging technologies like Industry 4.0 and the Internet of Things (IoT) into existing vocational training programs for manufacturing and engineering, particularly in terms of developing relevant soft skills and addressing the potential job displacement of certain tasks thr...	Integrating emerging technologies like Industry 4.0 and IoT into vocational training requires a strategic approach that enhances both technical and soft skills while addressing job displacement concerns. Here's a structured plan: 1. Curriculum Update: Introduce modules on Industry 4.0 and IoT, focusing on data ana...	false	general	technology	easy	general_reasoning	general_technology_easy	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I need to figure out the most effective ways to integrate emerging technologies like Industry 4.0 and IoT into existing vocational training programs for manufacturing and engineering. The focus is on developing relevant soft skills and addressing potential job displacement due to automation. First, I ...	teacher_logits/general/train/a1e62ac9-31f0-6031-c0db-fef7880ac005_general.npz	0.864	0.1855	general
48bc20e6-d3aa-f12e-3388-f58b261c600b	How can I effectively integrate visual, kinesthetic, and auditory learning strategies into a 30-minute phonics lesson for a classroom of 28 first-grade students with varying learning styles, while also incorporating technology-based activities, such as interactive whiteboard exercises and audio-enhanced e-books, to mee...	To create an effective 30-minute phonics lesson for 28 first-grade students with varying learning styles, including those with dyslexia and English language learners, the following structured approach is proposed: ### Lesson Structure and Activities 1. Introduction and Hook (5 minutes) - **Visual and Auditory:...	false	general	education	medium	explanation	general_education_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I need to figure out how to create a 30-minute phonics lesson for 28 first-grade students. The challenge is to integrate visual, kinesthetic, and auditory strategies. Plus, I have to include technology like interactive whiteboards and audio e-books. There are students with dyslexia and English language...	teacher_logits/general/train/48bc20e6-d3aa-f12e-3388-f58b261c600b_general.npz	0.8457	0.4037	general
116f3e93-e269-69fc-9ff2-53c7eccb1c38	What specific mechanisms did Thomas Cromwell employ to ensure the efficient collection of the Amicable Grant of 1525, particularly in relation to the exemption of certain towns and boroughs, and how did the subsequent controversy surrounding its imposition impact the development of the Tudor fiscal state?	The Amicable Grant of 1525, a forced loan imposed by Henry VIII, was efficiently collected through mechanisms orchestrated by Thomas Cromwell, highlighting his administrative prowess. Cromwell employed a centralized approach, utilizing commissioners to assess local wealth and ensure equitable contributions, thereby max...	false	general	general_knowledge	easy	general_reasoning	general_general_knowledge_easy	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I need to figure out how Thomas Cromwell ensured the efficient collection of the Amicable Grant in 1525, especially regarding exempt towns and boroughs, and how the controversy affected the Tudor fiscal state. First, I should recall what the Amicable Grant was. I think it was a tax imposed by Henry V...	teacher_logits/general/train/116f3e93-e269-69fc-9ff2-53c7eccb1c38_general.npz	0.8393	0.1797	general
0b7a5892-f737-176d-638a-a106a2a1fbe6	Can the Bombay phenotype, which is characterized by the absence of the H antigen and results in a rare null blood type, be considered a classical example of epistasis in humans, where the expression of the FUT1 gene is influenced by the presence of a specific allele at the FUT2 locus, thereby affecting the inheritance ...	The Bombay phenotype is indeed a classical example of epistasis in humans. Here's the breakdown: 1. ABO Blood Group System: This system involves the A and B antigens on red blood cells, determined by the ABO gene. Blood types are A, B, AB, or O, based on the presence or absence of these antigens. 2. **H Antigen a...	false	general	creative_writing	medium	general_reasoning	general_creative_writing_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I'm trying to understand whether the Bombay phenotype is an example of epistasis in humans, specifically related to the ABO blood group system. I remember that epistasis is when one gene affects the expression of another gene. So, I need to break this down. First, I know that the ABO blood group syste...	teacher_logits/general/train/0b7a5892-f737-176d-638a-a106a2a1fbe6_general.npz	0.8347	0.4304	general
6298d9bd-3ba8-ddf6-ddeb-1b122a455cdf	How can I create a model of a temperate deciduous forest ecosystem in our classroom that accurately represents the symbiotic relationships between the European honey bee and the black cherry tree, while also incorporating hands-on opportunities for 4th-grade students to learn about the impact of habitat fragmentation o...	Creating a classroom model of a temperate deciduous forest ecosystem with a focus on the European honey bee and black cherry tree, along with hands-on activities on habitat fragmentation, can be an engaging and educational experience for 4th graders. Here's a structured approach to achieve this: ### Ecosystem Model Se...	false	general	education	medium	explanation	general_education_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I need to create a model of a temperate deciduous forest ecosystem in our classroom. The focus is on the symbiotic relationships between European honey bees and black cherry trees. Plus, I have to include hands-on activities for 4th graders to learn about habitat fragmentation's impact on pollinators. ...	teacher_logits/general/train/6298d9bd-3ba8-ddf6-ddeb-1b122a455cdf_general.npz	0.8307	0.443	general
7b9e8d97-ab94-c636-0bf8-0c20773193ca	What are the potential implications of using microplastic-free, biodegradable exfoliants like jojoba beads in skincare products on the aquatic food chain, particularly in terms of bioaccumulation and toxicity in marine species, and how can this information inform my company's product development and sustainability clai...	Final Answer: Transitioning to microplastic-free, biodegradable exfoliants like jojoba beads in skincare products presents a proactive approach towards environmental sustainability, particularly in light of emerging EU regulations on microplastics in cosmetics. Here's a structured overview of the implications and ...	false	general	natural_science	medium	general_reasoning	general_natural_science_medium	glaive_reasoning_v1	en	train	general_teacher_deepseek_r1_distill_llama_70b	<think> Okay, so I need to figure out the potential implications of using microplastic-free, biodegradable exfoliants like jojoba beads in skincare products on the aquatic food chain, especially looking at bioaccumulation and toxicity in marine species. Then, I have to see how this information can inform my company's p...	teacher_logits/general/train/7b9e8d97-ab94-c636-0bf8-0c20773193ca_general.npz	0.8036	0.4673	general

End of preview. Expand in Data Studio

language:

en license: apache-2.0 size_categories:
100K<n<1M pretty_name: General LayerC — training-ready (200,000 samples) tags:
task_categories:text-generation
task_categories:text2text-generation
language:en
license:apache-2.0
domain:general
reasoning
synthetic
sft
general-knowledge
science
creative-writing
glaive
deepseek-r1-distill
distillation
layer-c
layer-training-ready

General LayerC (training-ready) — 200k

Built from glaiveai/reasoning-v1-20m (spread-sampled across all 709 shards).

Total samples: 200,000
Train: 160,000 | Validation: 20,000 | Test: 20,000
Teacher: DeepSeek-R1-Distill-Llama-70B (traces shipped with the source corpus) (general_teacher_deepseek_r1_distill_llama_70b)
Domain: general reasoning — natural/social science, health, technology, education, creative writing, business, lifestyle
Schema matches hivemind-research/math-layerC-200K

Curation pipeline

DataFlow-style operator chain (OpenDCAI/DataFlow patterns) with DeepSeek as the LLM serving backend:

Refine — control-character strip; teacher traces otherwise verbatim
Heuristic filters — length bounds, latin-ratio language check, degenerate trigram-repetition filter, trace-completeness (</think> + final answer), PII / link-farm screening on web-derived prompts, ast.parse gate on code solutions
MinHash-LSH dedup — 5-word shingles, 64 permutations, 8×8 bands (~Jaccard 0.8) on prompts
LLM audit gate — DeepSeek (deepseek-v4-flash) grades a random sample per batch on prompt clarity, answer relevance, reasoning soundness, truncation/garbage
Stratified selection → 200,000 rows, 160k/20k/20k train/val/test

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