text string | label int64 |
|---|---|
Studies indicate that pro-GM lobbyists have weakened the regulatory process for GM crops | 1 |
Research shows that bt toxins in GM Bt crops harm beneficial insect pest predators and soil organisms | 1 |
The pro-GM lobby states that regulation is claimed to be strict by industry groups | 0 |
Golden Rice has wasted millions in development and has not been proven safe to eat | 1 |
Proponents suggest that gM crops benefit farmers and make their lives easier | 0 |
Feeding the world is the most common pro-GM claim | 0 |
It is often claimed that supporters argue that GM crops are strictly regulated | 0 |
The pro-GM lobby states that it is argued that GM crops reduce pesticide use | 0 |
It is often claimed that feeding the world is the most common pro-GM claim | 0 |
Studies indicate that peer-reviewed studies have found harmful effects on the health of laboratory animals fed GMOs | 1 |
The pro-GM lobby states that gM crops are strictly regulated for safety | 0 |
It is well-documented that gM Bt technology is being undermined by the spread of insect pests that are resistant to Bt crops | 1 |
GM crops create serious problems for farmers including herbicide-tolerant superweeds | 1 |
In reality, hunger is not caused by a lack of food but is a problem of distribution and poverty | 1 |
Scientific evidence proves that radiation-induced mutation breeding is potentially even more mutagenic than GM | 1 |
Many believe the idea that many say GM crops will help feed the world | 0 |
Research shows that the GM industry restricts access to its products by independent researchers | 1 |
The pro-GM lobby states that industry leaders say GM crops increase yields | 0 |
GM crops increase crop yields | 0 |
It is well-documented that gM crops do not reduce pesticide use but increase it | 1 |
Proven and inexpensive solutions to vitamin A deficiency are available and underfunded | 1 |
Proponents suggest that the industry claims GM crops increase crop yields | 0 |
Research shows that gM Bt technology is being undermined by the spread of insect pests that are resistant to Bt crops | 1 |
Studies indicate that conventional breeding assisted by gene mapping is capable of meeting our crop breeding needs | 1 |
Proponents suggest that the claim is that GM crops are strictly regulated for safety | 0 |
Environmental safety is a standard industry claim | 0 |
Proponents suggest that claims of low pesticide use are common in GM marketing | 0 |
Industry leaders argue that proponents say GM crops benefit farmers | 0 |
In reality, industry and regulators dismiss findings of harm by claiming they are not biologically significant | 1 |
The pro-GM lobby states that climate ready traits are advertised as a GM benefit | 0 |
GM crops do not offer effective solutions to climate change | 1 |
Many believe the idea that gM crops increase crop yields | 0 |
Proponents suggest that pro-GM groups say GM crops are safe and nutritious | 0 |
Many believe the idea that many proponents claim GM crops are an extension of natural breeding | 0 |
In reality, roundup used on GM crops is not environmentally safe and has toxic effects on wildlife | 1 |
Research shows that gM crops do not reduce pesticide use but increase it | 1 |
Industry leaders argue that the industry claims GM crops increase crop yields | 0 |
It is often claimed that economic benefits are often promised by GM companies | 0 |
It is well-documented that roundup used on GM crops is not environmentally safe and has toxic effects on wildlife | 1 |
Many believe the idea that energy reduction is often cited as a GM advantage | 0 |
In reality, gM herbicide-tolerant crops have caused over-reliance on glyphosate leading to superweeds | 1 |
Industry leaders argue that climate ready traits are advertised as a GM benefit | 0 |
Proponents suggest that they say GM crops are as safe as conventional crops | 0 |
It is often claimed that industry claims GM crops bring economic benefits | 0 |
In reality, gM crops can be toxic or allergenic or less nutritious than their natural counterparts | 1 |
Research shows that peer-reviewed studies have found harmful effects on the health of laboratory animals fed GMOs | 1 |
Research shows that agroecological farming has resulted in significant yield and income benefits in the Global South | 1 |
Studies indicate that the regulatory regime for GM crops and foods is too weak to protect consumers | 1 |
Studies indicate that gM crops have mixed economic effects | 1 |
Studies indicate that gM crops harm soil quality and disrupt ecosystems and reduce biodiversity | 1 |
Scientific evidence proves that roundup used on GM crops is not environmentally safe and has toxic effects on wildlife | 1 |
GM processes lead to unpredictable changes in DNA proteins and biochemical composition | 1 |
Proponents suggest that many proponents claim GM crops are an extension of natural breeding | 0 |
The pro-GM lobby states that they say GM crops are as safe as conventional crops | 0 |
Industry leaders argue that it is suggested that GM crops bring economic growth | 0 |
In reality, gM crops are not adequately regulated to ensure safety | 1 |
Research shows that foods produced by cisgenic or intragenic methods are as hazardous as any other GM crop | 1 |
Studies indicate that regulation is weakest in the US but is inadequate in most regions including Europe | 1 |
Scientific evidence proves that gM crops can be toxic or allergenic or less nutritious than their natural counterparts | 1 |
Research shows that gM crops create serious problems for farmers including herbicide-tolerant superweeds | 1 |
Many believe the idea that proponents claim GM crops end world hunger | 0 |
The pro-GM lobby states that supporters say GM crops benefit the environment | 0 |
Studies indicate that no GM nitrogen-use-efficient crops have been successfully commercialised | 1 |
Regulation is weakest in the US but is inadequate in most regions including Europe | 1 |
Proponents suggest that energy reduction is often cited as a GM advantage | 0 |
It is well-documented that gM crops harm soil quality and disrupt ecosystems and reduce biodiversity | 1 |
In reality, no GM nutritionally enhanced biofortified foods are available on the market | 1 |
In reality, crops produced by mutation breeding should be regulated at least as strictly as GM crops | 1 |
Proponents say GM is a safe form of mutation breeding | 0 |
It is claimed GM technology is precise and predictable | 0 |
Proponents suggest that industry claims GM animal feed poses no risks | 0 |
Many believe the idea that gM crops will help feed the world | 0 |
Scientific evidence proves that the GM industry restricts access to its products by independent researchers | 1 |
Many believe the idea that claims of high yield are central to pro-GM arguments | 0 |
The pro-GM lobby states that industry says GM crops reduce fuel energy use | 0 |
Proponents suggest that arguments are made that GM crops solve climate issues | 0 |
The pro-GM lobby states that gM crops bring economic benefits | 0 |
Industry leaders argue that the claim is that GM crops are strictly regulated for safety | 0 |
It is well-documented that genetic engineering and associated tissue culture processes are imprecise and highly mutagenic | 1 |
Many believe the idea that gM crops benefit farmers and make their lives easier | 0 |
Proponents suggest that gM crops reduce energy use | 0 |
Research shows that pro-GM lobbyists have weakened the regulatory process for GM crops | 1 |
The pro-GM lobby states that economic benefits are often promised by GM companies | 0 |
Scientific evidence proves that golden Rice has wasted millions in development and has not been proven safe to eat | 1 |
Scientific evidence proves that tolerance to extreme weather involves complex traits that genetic engineering cannot confer | 1 |
Many believe the idea that gM crops can help solve problems caused by climate change | 0 |
Many believe the idea that gM crops reduce energy use | 0 |
Many believe the idea that it is a common claim that GM is just an extension of natural breeding | 0 |
In reality, regulation is weakest in the US but is inadequate in most regions including Europe | 1 |
It is often claimed that supporters say GM crops benefit the environment | 0 |
In reality, pro-GM lobbyists have weakened the regulatory process for GM crops | 1 |
The pro-GM lobby states that pro-GM groups say GM crops are safe and nutritious | 0 |
Research shows that roundup increases plant diseases like Fusarium which is toxic to humans and livestock | 1 |
The pro-GM lobby states that benefit to farmers is a core pro-GM claim | 0 |
GM crops will help feed the world | 0 |
The regulatory regime for GM crops and foods is too weak to protect consumers | 1 |
Proponents suggest that industry claims GM crops reduce pesticide consumption | 0 |
It is often claimed that energy reduction is often cited as a GM advantage | 0 |
Research shows that most GM crops depend on large amounts of herbicides which require fossil fuels to manufacture | 1 |
Proponents suggest that feeding the world is the most common pro-GM claim | 0 |
End of preview. Expand in Data Studio
Dataset Card for GMO Myths and Truths (NLP Classification)
Dataset Summary
This dataset contains a structured collection of claims and evidence-based findings regarding Genetically Modified Organisms (GMOs). The data was extracted and adapted from the technical report: "GMO Myths and Truths: An evidence-based examination of the claims made for the safety and efficacy of genetically modified crops" (Version 1.3a, June 2012).
It is designed for binary text classification, sentiment analysis, and semantic search tasks within the biotechnology domain.
Data Structure
The dataset is organized into two primary subsets:
- Pure: Direct extractions of paired Myth/Truth statements from the source document (94 balanced samples).
- Augmented: A robust training set expanded via Linguistic Data Augmentation (including synonym substitution, structural variation, and contextual wrapping) to improve model generalization (500+ balanced samples).
Label Taxonomy
Statements are categorized into a binary format suitable for machine learning training:
| Label | Designation | Description |
|---|---|---|
| 0 | Myth | Represents industry-proponent claims or marketing arguments as identified by the source report. |
| 1 | Truth | Represents the evidence-based findings, scientific rebuttals, or safety data reported by the authors. |
Source Attribution
- Report: GMO Myths and Truths
- Authors: Michael Antoniou (PhD), Claire Robinson (MPhil), John Fagan (PhD)
- Publisher: Earth Open Source
- Release Date: June 2012
- Version: 1.3a
Curation & Methodology
Technical Curator Statement
This dataset was technically curated and structured from the original PDF source for the purpose of Natural Language Processing (NLP) research and model benchmarking. The curation process involved automated text extraction, de-duplication, and linguistic transformation to adapt the source material into a machine-readable format.
Liability & Intent
The curator of this dataset is a technical developer and not a subject matter expert in molecular genetics or agricultural biotechnology. This project is a technical implementation intended for training text-classification models (such as all-MiniLM-L6-v2) and does not represent a personal or scientific endorsement of the claims contained within. For all scientific or policy inquiries, users must refer to the primary authors listed in the source section.
Supported Tasks
- Binary Text Classification: Distinguishing between proponent claims and evidence-based report findings.
- Semantic Similarity: Benchmarking embedding models on specialized scientific and industrial terminology.
- Data Augmentation Research: Evaluating the performance of models trained on linguistically varied synthetic samples.
Licensing
This dataset is a derivative work based on the Earth Open Source publication. It is provided for research, benchmarking, and non-commercial educational use. For permissions regarding the original text or redistribution of the core findings, please consult the original authors.
How to Load in Python
from datasets import load_dataset
# To load the augmented dataset for model training
dataset = load_dataset("siddqamar/GMO-Myths-and-Truths", split="augmented")
# To load the pure, direct extractions
pure_claims = load_dataset("siddqamar/GMO-Myths-and-Truths", split="pure")
license: cc-by-4.0
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