| | --- |
| | license: gpl-3.0 |
| | datasets: |
| | - camel-ai/biology |
| | - camel-ai/chemistry |
| | - camel-ai/physics |
| | - lyubomirr/abiogenesis |
| | language: |
| | - en |
| | library_name: transformers |
| | tags: |
| | - biology |
| | - chemistry |
| | - physics |
| | - abiogenesis |
| | - science |
| | - research |
| | --- |
| | |
| | # Overview |
| | GAIA (Guided Abiogenesis Inquiry Assistant ) is a 400 milion parameter conversational language model, that specializes in the field of abiogenesis. |
| | It's intended purpose is helping with information, related to the origin of life. |
| |
|
| | # Dataset |
| | The model is trained mostly on English, on over 6244 rows of mixed data with multiple science fields. The dataset consists mainly of of abiogenesis, biology, chemistry and physics knowledge. |
| | The abiogenesis part is scraped from trusted and reputable sources like Wikipedia, PubMed and ResearchGate. The biology, chemistry and physics portion is 33% each of larger synthetic datasets, provided by [CAMEL AI](https://huggingface.co/camel-ai). |
| | |
| | ## Training information |
| | - Fine-tuned |
| | - Trained for 50 epochs |
| | - Weight decay = 0.001 |
| | - Early stopping implemented to prevent overfitting |
| |
|
| | # Inference results |
| | GAIA achieved acceptable balance between bias and variance. |
| |
|
| | **** |
| | _USER: Who are you and how can you help me?_ |
| |
|
| | _GAIA: I am GAIA, the digital entity designed to aid in the exploration of life's origins._ |
| | **** |
| |
|
| | _USER: What is the role of CDK in the regulation of the cell during mitosis?_ |
| |
|
| | _GAIA: CDK is a critical cellular component of the cytosine base in living cells. It is involved in the formation of a membrane in the presence of a strong acid, such as sulfuric acid (H2SO4) or phosphorus pentafluoride (H3PO4). When it loses a proton (H+) from the nucleus, it forms a peptide ion, which is then dissociated into its respective ions_ |
| |
|
| | **** |
| |
|
| | _USER: Can you explain to me Panspermia_ |
| |
|
| | _GAIA: Pansermia is an autosomal recessive genetic disorder caused by a mutation in the DNA of an organism. It affects the formation and functioning of proteins, leading to various cellular processes, including cell death, apoptosis, and post-transmission. The disease is caused by mutations in genes located at the ends of chromosomes that protect them from degradation, fusion, and recombination during early embryonic development._ |
| |
|
| | **** |
| |
|
| | _USER: Explain to me the chemiosmotic gradient_ |
| |
|
| | _GAIA: The chemiosmootic gradiency of a molecule or ion can be represented as: - Phosphorus (Phenyl) = Σ(-OH) + (2-methylbutane) Where ΔH is the change in electronegativity of the ion._ |
