Datasets:

Manan2802
/

adaption-experimentiq-scientific-reasoning-instruction-dataset

original_prompt stringlengths 3 19.8k	original_completion stringlengths 1 65.4k	enhanced_prompt stringlengths 29 10.1k	enhanced_completion stringlengths 45 17k
Choose the next 5 reaction conditions to run. The objective is to maximize the best observed yield after this batch. {"candidate_experiments":[{"base":"B04","concentration_m":0.1,"id":"E0866","ligand":"L04","solvent":"S01","temp_c":90},{"base":"B04","concentration_m":0.057,"id":"E0408","ligand":"L02","solvent":"S03","t...	{"selected_ids":["E0482","E0497","E0002","E0784","E0803"]}	# Task: Select Next Reaction Conditions for Yield Optimization ## Objective Analyze the provided experimental data to select the next 5 reaction conditions from the candidate pool. The primary goal is to maximize the best observed yield after this batch is completed. ## Context & Constraints - Data Source...	Analysis of the observed experimental data indicates a strong dependency of yield on Base, Solvent, and Temperature parameters. Experiment E1072 (81.63% yield) establishes a high-performance baseline using Base B03, Solvent S01, and Temperature 120°C. Conversely, Base B04 and Solvent S03 are associated with negligible ...
Construct a comprehensive inventory of professional duties for a Quality Control Microbiology specialist operating within a cGMP pharmaceutical facility. The output must be structured exclusively as a list of bullet points utilizing the '•' character without any introductory or concluding text. Each entry must commence...	• Support QC Microbiology testing and sampling including environmental monitoring and product testing • Ensure that lab cleanliness and safety standards are maintained. • Develop and qualify new testing methods. • Train other analysts to perform laboratory procedures and assays. • Perform visual inspections of finished...	Generate a comprehensive inventory of professional duties for a Quality Control Microbiology specialist in a cGMP (Current Good Manufacturing Practice) pharmaceutical facility. Adhere strictly to the following constraints: 1. Format: Output exclusively as a list of bullet points using the '•' character. Do not inc...	• Conduct comprehensive environmental monitoring of air, surfaces, and personnel in classified cleanrooms to ensure compliance with contamination control strategies. • Perform microbiological testing of in-process and finished pharmaceutical products, including sterility, bioburden, endotoxin, and microbial limit tests...
Choose the next 5 reaction conditions to run. The objective is to maximize the best observed yield after this batch. {"candidate_experiments":[{"base":"B04","concentration_m":0.057,"id":"E0461","ligand":"L03","solvent":"S02","temp_c":105},{"base":"B02","concentration_m":0.1,"id":"E0246","ligand":"L02","solvent":"S04","...	{"selected_ids":["E0065","E0161","E0815","E0886","E0804"]}	# Task: Select Optimal Reaction Conditions for Next Batch ## Objective Analyze the provided experimental data to select the next 5 reaction conditions from the candidate pool. The primary goal is to maximize the best observed yield achieved after running this specific batch of experiments. ## Input Data You a...	```json { "selected_ids": ["E1048", "E0461", "E0365", "E0856", "E0081"] } ```
Rank the candidate reaction conditions from highest to lowest expected yield, using the observed experiments as context. {"candidate_experiments":[{"base":"B01","concentration_m":0.1,"id":"E0044","ligand":"L05","solvent":"S03","temp_c":105},{"base":"B02","concentration_m":0.153,"id":"E0634","ligand":"L10","solvent":"S0...	{"ranked_ids":["E1270","E0623","E1248","E1168","E1286","E1406","E1686","E0407","E0414","E0110","E1718","E0693","E0684","E0322","E0314","E0044","E0944","E1637","E0634","E1125","E0766","E0211","E0070","E1555","E1343","E0121","E1423","E0267","E0955"]}	# Task: Rank Candidate Reaction Conditions by Expected Yield ## Objective Analyze the provided experimental data to rank the list of candidate experiments from highest to lowest expected chemical yield. Use the observed experiments (which include actual yield percentages) as the training context to infer patte...	### Analysis of Observed Data Patterns Based on the provided observed experiments, the following correlations were established to inform the ranking logic: 1. Ligand Effect: `L05` is associated with the maximum observed yield (29.39%). `L11` and `L12` show moderate yields (11.69%, 7.26%). `L06` and `L07` are ass...
N/A	{"selected_ids":["E1000","E0665","E0557","E1714","E0503"]}	# Task: Select Optimal Reaction Conditions for Chemical Synthesis ## Objective Analyze the provided experimental data to select the next 5 reaction conditions from the candidate pool. The primary goal is to maximize the best observed yield after this specific batch of experiments is completed. ## Context & De...	{"condition_ids": ["E0503", "E0557", "E0665", "E1714", "E1352"]}
N/A	The reaction involves sodium hydroxide plus hydrochloric acid yielding sodium chloride and water. The chemical equation is NaOH + HCl → NaCl + H₂O. The enthalpy change ΔH is approximately -57.3 kJ/mol. We need to record this in the lab log right now.	Act as a laboratory assistant. Your task is to format the following experimental data for immediate entry into a lab log. Context: - Reaction: Sodium hydroxide reacts with hydrochloric acid to yield sodium chloride and water. - Chemical Equation: NaOH + HCl → NaCl + H₂O - Enthalpy Change (ΔH): Approxi...	LABORATORY LOG ENTRY: ACID-BASE NEUTRALIZATION Reaction System: Sodium Hydroxide + Hydrochloric Acid Process Type: Exothermic Neutralization Balanced Chemical Equation: NaOH(aq) + HCl(aq) → NaCl(aq) + H₂O(l) Thermodynamic Data: Enthalpy Change (ΔH): −57.3 kJ/mol Status: Data veri...
Choose the next 5 reaction conditions to run. The objective is to maximize the best observed yield after this batch. {"candidate_experiments":[{"base":"B04","concentration_m":0.057,"id":"E0460","ligand":"L10","solvent":"S02","temp_c":105},{"base":"B02","concentration_m":0.153,"id":"E0777","ligand":"L12","solvent":"S01"...	{"selected_ids":["E1251","E0035","E1260","E1618","E0777"]}	# Task: Select Optimal Reaction Conditions for Maximum Yield ## Objective Analyze the provided experimental data to select the next 5 reaction conditions from the candidate pool. The primary goal is to maximize the best observed yield after executing this specific batch of experiments. ## Input Data You are p...	```json { "selected_ids": ["E1618", "E0035", "E1260", "E0777", "E0901"] } ```
Task: Perform a comprehensive structured information transformation that requires sophisticated reasoning-based communication adapted for a specific multi-audience context. You are presented with source material from the domain of Materials Science cultural adaptation research. The original information exists in the f...	DIALOGUE-BASED TRANSFORMATION: Materials Science cultural adaptation research The following presents a simulated dialogue between three interlocutors, each representing a different audience perspective, as they collaboratively transform the source material into peer-reviewed manuscript format with literature review sy...	# Role and Objective You are an expert research communicator tasked with transforming complex, heterogeneous source data into a peer-reviewed manuscript format. Your target audience consists of doctoral researchers and peer reviewers who demand methodological rigor, theoretical framing, and transparent reasoning. # In...	# Reconciling Heterogeneity in Environmental Microbiome Dynamics: A Meta-Analytical Synthesis of Diversity and Functional Pathways ## 1. Literature Review Synthesis The interpretation of microbiome sequencing abundance tables has historically oscillated between two dominant theoretical frameworks: Deterministic Niche...
Choose the next 5 reaction conditions to run. The objective is to maximize the best observed yield after this batch. {"candidate_experiments":[{"base":"B01","concentration_m":0.057,"id":"E1410","ligand":"L11","solvent":"S04","temp_c":120},{"base":"B04","concentration_m":0.153,"id":"E1561","ligand":"L07","solvent":"S03"...	{"selected_ids":["E0737","E1356","E0839","E1086","E1448"]}	# Task: Select Optimal Reaction Conditions for Next Batch ## Objective Analyze the provided experimental data to select the next 5 reaction conditions from the candidate pool. The primary goal is to maximize the best observed yield achievable in this upcoming batch. ## Context & Data Rules - **Observed Experi...	1. E0392 2. E1250 3. E1180 4. E0224 5. E0289 Justification: The selection prioritizes exploitation of the high-performing feature combinations identified in the observed data, specifically the strong positive correlation between yield and the solvent systems S01 and S03, as well as the 0.057 M ...
Choose the next 5 reaction conditions to run. The objective is to maximize the best observed yield after this batch. {"candidate_experiments":[{"base":"B02","concentration_m":0.057,"id":"E1187","ligand":"L06","solvent":"S03","temp_c":90},{"base":"B01","concentration_m":0.153,"id":"E0835","ligand":"L01","solvent":"S04",...	{"selected_ids":["E0016","E0702","E0084","E1248","E1328"]}	# Task: Select Next Reaction Conditions for Yield Optimization ## Objective Choose the next 5 reaction conditions to run from the provided candidate list. The goal is to maximize the best observed yield after this batch. ## Context - Data Source: Shields/Doyle EDBO direct arylation dataset. - **Hidden Information...	```json ["E0016", "E0712", "E1277", "E1565", "E1187"] ```
N/A	Playing video games will affect children's social skills, either positively or negatively depending on the amount and type of games played.	Formulate a valid hypothesis for the following question.	The specific scientific question intended for analysis was not included in the prompt provided. In scientific methodology, a valid hypothesis serves as a testable prediction that establishes a clear, causal relationship between variables, grounded in a clearly defined problem statement. Without the initial inquiry, the...
N/A	Basically, the whole point of the experiment was to see how the chemical reacts with liquid nitrogen. We observed that at 77 K, the sample became brittle and shattered when struck - interestingly, the control group remained flexible. {Note: Sample size was 25}	Please rewrite the following experimental observation notes into a clear, grammatically correct, and professionally formatted scientific summary. Guidelines: - Correct all spelling, punctuation, and sentence structure errors. - Replace non-standard dictation markers (e.g., 'period', 'comma', 'open curly bracket') wit...	The primary objective of this experiment was to investigate the chemical's behavior upon exposure to liquid nitrogen. At 77 Kelvin, the sample became brittle and shattered when struck. In contrast, the control group remained flexible. The sample size was 25.
Choose the next 5 reaction conditions to run. The objective is to maximize the best observed yield after this batch. {"candidate_experiments":[{"base":"B04","concentration_m":0.153,"id":"E1585","ligand":"L07","solvent":"S04","temp_c":105},{"base":"B02","concentration_m":0.1,"id":"E1038","ligand":"L11","solvent":"S02","...	{"selected_ids":["E1360","E0401","E0002","E1652","E1600"]}	# Task: Select Optimal Reaction Conditions for Next Batch ## Objective Analyze the provided experimental data to select the next 5 reaction conditions from the candidate list. The primary goal is to maximize the best observed yield after this specific batch is completed. ## Context & Data Definitions - **Cand...	The global maximum yield (99.98%, E1672) is achieved with Base B03, Ligand L08, Solvent S03, Temperature 120°C, and Concentration 0.153 M. The secondary high-yield condition (62.04%, E1344) utilizes Base B04, Ligand L11, Solvent S01, Temperature 120°C, and Concentration 0.057 M. The selection strategy prioritizes candi...
N/A	The scientific method involves forming a hypothesis, carrying out experiments to test the hypothesis, collecting and analyzing data, and forming a conclusion based upon the results.	Explain the scientific method in exactly 1-2 sentences.	The scientific method is a systematic approach to investigation that relies on empirical evidence to test hypotheses and refine our understanding of natural phenomena. Through iterative cycles of observation, experimentation, and analysis, it establishes reliable knowledge while remaining open to revision based on new ...
N/A	Here's a really interesting contrast when it comes to Reasoning Traces. A human reading this passage — We use different comparisons and ordering of the values to generate a diverse set of questions and measure the consistency of the answers for each que — would immediately connect it to things they already know, flag t...	Compare how a human and an AI system would each handle the concept described in the following passage from 'Chain-of-Thought Reasoning In The Wild Is Not Always Faithful' regarding Reasoning Traces. Please analyze the methodology outlined below, noting any ambiguities or incomplete steps (such as the trailing "4."): ...	The provided passage outlines a procedural framework for constructing benchmark datasets intended to evaluate the consistency and faithfulness of model reasoning traces. The methodology relies on generating paired Yes/No questions based on entity properties to measure answer stability under varying comparisons. A techn...
Give an example of a situation where you can use the scientific method to find a solution.	An example could be to determine the best fertilizer for a particular crop. First, you would need to develop a hypothesis on which type of fertilizer will be most effective. Then, create an experiment to test your hypothesis. Measure the growth of the crop with each type of fertilizer and record your findings. From the...	Provide a concrete, real-world example demonstrating the application of the scientific method to solve a specific problem. Clearly outline each step of the process (observation, hypothesis, experimentation, analysis, and conclusion) within your example.	Example: Reducing the Frequency of Ice‑Cream Melting in a Summer Concession Stand --- ### 1. Observation During the busy July weeks at a beach‑side concession stand, the owner notices that several customers return their scoops because the ice‑cream softens and drips within a few minutes of being served. The was...
Choose the next 5 reaction conditions to run. The objective is to maximize the best observed yield after this batch. {"candidate_experiments":[{"base":"B04","concentration_m":0.1,"id":"E0892","ligand":"L08","solvent":"S03","temp_c":90},{"base":"B04","concentration_m":0.153,"id":"E0627","ligand":"L12","solvent":"S04","t...	{"selected_ids":["E0209","E1072","E0770","E0886","E1450"]}	# Task: Select Optimal Reaction Conditions ## Objective Analyze the provided experimental data to select the next 5 reaction conditions from the candidate pool. The primary goal is to maximize the best observed yield after executing this batch. ## Context & Constraints - Data Source: Shields/Doyle EDBO di...	```json { "selected_experiment_ids": ["E0330", "E0886", "E0430", "E0209", "E0648"] } ```

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This dataset is a remastered version prepared using Adaption's Adaptive Data platform.

adaption-ExperimentIQ – Scientific Reasoning Instruction Dataset

This dataset contains diverse samples focused on scientific methodology, experimental design, and data analysis across chemistry and biology. It includes tasks such as defining core concepts, correcting procedural errors, optimizing reaction conditions using Bayesian principles, and interpreting measurement accuracy. The content spans from educational project ideas for students to advanced AI-driven reasoning traces for autonomous research agents.