{"adoption": {"forks": 89, "observed_at": "2026-08-28T04:04:17.514092+00:00", "stars": 1300}, "canonical_url": "https://ross.abutalabs.com/products/text-to-lora", "card": {"archived": false, "artifact_type": "library", "description": "Hypernetworks that adapt LLMs for specific benchmark tasks using only textual task description as the input", "domain": ["large-language-models", "machine-learning", "artificial-intelligence"], "enriched": true, "function": ["machine-learning", "llm-training", "llm-inference"], "health_score": 35, "homepage": "https://arxiv.org/abs/2506.06105", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["SakanaAI/text-to-lora"], "name": "SakanaAI/text-to-lora", "platform": ["python"], "pushed_at": "2025-06-08T14:42:10+00:00", "repo": "SakanaAI/text-to-lora", "stars": 1300, "tags": ["hypernetwork", "lora", "fine-tuning", "peft", "research-code", "transformers", "gpu", "linux"], "topics": ["fine-tuning", "hypernetworks", "llm", "lora", "machine-learning"], "urls": [], "use_cases": ["generate a LoRA adapter from a text task description", "adapt an LLM to a new task without fine-tuning", "compress many task-specific LoRA adapters into one model", "zero-shot generalize adapters to unseen tasks", "evaluate generated LoRAs on benchmarks like GSM8K and Arc"], "what_it_is": "Text-to-LoRA (T2L) is a hypernetwork that generates LoRA adapters for large language models in a single forward pass, using only a natural language task description as input. This repository is the reference implementation with CLI LoRA generation, evaluation scripts, and a web UI demo.", "when_to_avoid": ["you need fully trained, high-accuracy adapters for production tasks", "you lack a >16GB GPU", "you need a battle-tested enterprise fine-tuning pipeline rather than research code"], "when_to_choose": ["you want task-specific LLM adaptation without dataset curation or training", "you need to serve many specialized LoRAs cheaply", "you're researching hypernetworks or parameter-efficient fine-tuning"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/text-to-lora", "repo": "SakanaAI/text-to-lora", "role": "main", "score": 30}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:52:17.530947+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5c2a1babf0062848e11359bc5f709e81f9d74180b9d9fb0494692b62600f993e", "fetched_at": "2026-08-28T04:04:17.514092+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SakanaAI/text-to-lora"}, {"content_hash": "2983e04708dbff6424bece6c80193f704c5ebc5d31b510f93df7430333c77bf7", "fetched_at": "2026-08-29T12:09:52.801842+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2506.06105"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:09:52.811192+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:09:52.814670+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:09:52.816319+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:09:52.813002+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:52:17.530947+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5c2a1babf0062848e11359bc5f709e81f9d74180b9d9fb0494692b62600f993e", "fetched_at": "2026-08-28T04:04:17.514092+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SakanaAI/text-to-lora"}, {"content_hash": "2983e04708dbff6424bece6c80193f704c5ebc5d31b510f93df7430333c77bf7", "fetched_at": "2026-08-29T12:09:52.801842+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2506.06105"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:09:52.811192+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:09:52.814670+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:09:52.816319+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:09:52.813002+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:52:17.530947+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5c2a1babf0062848e11359bc5f709e81f9d74180b9d9fb0494692b62600f993e", "fetched_at": "2026-08-28T04:04:17.514092+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SakanaAI/text-to-lora"}, {"content_hash": "2983e04708dbff6424bece6c80193f704c5ebc5d31b510f93df7430333c77bf7", "fetched_at": "2026-08-29T12:09:52.801842+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2506.06105"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:09:52.811192+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:09:52.814670+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:09:52.816319+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:09:52.813002+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:52:17.530947+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5c2a1babf0062848e11359bc5f709e81f9d74180b9d9fb0494692b62600f993e", "fetched_at": "2026-08-28T04:04:17.514092+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SakanaAI/text-to-lora"}, {"content_hash": "2983e04708dbff6424bece6c80193f704c5ebc5d31b510f93df7430333c77bf7", "fetched_at": "2026-08-29T12:09:52.801842+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2506.06105"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:09:52.811192+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:09:52.814670+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:09:52.816319+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:09:52.813002+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:52:17.530947+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5c2a1babf0062848e11359bc5f709e81f9d74180b9d9fb0494692b62600f993e", "fetched_at": "2026-08-28T04:04:17.514092+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SakanaAI/text-to-lora"}, {"content_hash": "2983e04708dbff6424bece6c80193f704c5ebc5d31b510f93df7430333c77bf7", "fetched_at": "2026-08-29T12:09:52.801842+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2506.06105"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:09:52.811192+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:09:52.814670+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:09:52.816319+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:09:52.813002+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:52:17.530947+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5c2a1babf0062848e11359bc5f709e81f9d74180b9d9fb0494692b62600f993e", "fetched_at": "2026-08-28T04:04:17.514092+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SakanaAI/text-to-lora"}, {"content_hash": "2983e04708dbff6424bece6c80193f704c5ebc5d31b510f93df7430333c77bf7", "fetched_at": "2026-08-29T12:09:52.801842+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2506.06105"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:09:52.811192+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:09:52.814670+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:09:52.816319+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:09:52.813002+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:17.514092+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:52:17.530947+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5c2a1babf0062848e11359bc5f709e81f9d74180b9d9fb0494692b62600f993e", "fetched_at": "2026-08-28T04:04:17.514092+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SakanaAI/text-to-lora"}, {"content_hash": "2983e04708dbff6424bece6c80193f704c5ebc5d31b510f93df7430333c77bf7", "fetched_at": "2026-08-29T12:09:52.801842+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2506.06105"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:09:52.811192+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:09:52.814670+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:09:52.816319+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:09:52.813002+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:52:17.530947+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5c2a1babf0062848e11359bc5f709e81f9d74180b9d9fb0494692b62600f993e", "fetched_at": "2026-08-28T04:04:17.514092+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SakanaAI/text-to-lora"}, {"content_hash": "2983e04708dbff6424bece6c80193f704c5ebc5d31b510f93df7430333c77bf7", "fetched_at": "2026-08-29T12:09:52.801842+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2506.06105"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:09:52.811192+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:09:52.814670+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:09:52.816319+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:09:52.813002+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:52:17.530947+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5c2a1babf0062848e11359bc5f709e81f9d74180b9d9fb0494692b62600f993e", "fetched_at": "2026-08-28T04:04:17.514092+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SakanaAI/text-to-lora"}, {"content_hash": "2983e04708dbff6424bece6c80193f704c5ebc5d31b510f93df7430333c77bf7", "fetched_at": "2026-08-29T12:09:52.801842+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2506.06105"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:09:52.811192+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:09:52.814670+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:09:52.816319+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:09:52.813002+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:52:17.530947+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5c2a1babf0062848e11359bc5f709e81f9d74180b9d9fb0494692b62600f993e", "fetched_at": "2026-08-28T04:04:17.514092+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SakanaAI/text-to-lora"}, {"content_hash": "2983e04708dbff6424bece6c80193f704c5ebc5d31b510f93df7430333c77bf7", "fetched_at": "2026-08-29T12:09:52.801842+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2506.06105"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:09:52.811192+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:09:52.814670+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:09:52.816319+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:09:52.813002+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 25, "longevity": 34, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 485, "days_push": 451, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 30, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}