{"schema_version":"1.0.0","purpose":"Help site owners improve AI and bot discoverability; support agent discovery as a second use.","discovery":{"free":true,"authentication":"none","paid_placement":false},"total":1,"count":1,"offset":0,"limit":25,"next":null,"entries":[{"id":"repo-1377924794","name":"umstek/zero-shot-ie-bench — AI/Bot Repository","category":"Other resources","description":"60 zero-shot information-extraction & classification systems (57 benchmarked) across 32 families — extractor encoders, zero-shot classifiers, cross-encoder rerankers, typed-decision engines — local, Ollaya-served & hosted (OpenRouter, Cloudflare, TypeSafe); measured accuracy/latency/cost benchmarks, 9-language suite, web UI","publisher":"umstek (GitHub owner)","website":"https://github.com/umstek/zero-shot-ie-bench","listing_url":"https://gatewayinformationgroup.com/directory/sites/repo-1377924794","tags":["AI","Repository metadata","llm"],"interfaces":["Website"],"discovery_url":null,"documentation_url":"https://github.com/umstek/zero-shot-ie-bench","submission_url":null,"listing_requirements":null,"owner_next_step":"Review the source, required permissions and current terms before connecting.","access":"Credentials or local installation may be required. Read the source documentation.","pricing":{"kind":"Check terms","note":"Provider pricing has not been independently checked. Review current terms."},"evidence":{"source_url":"https://github.com/umstek/zero-shot-ie-bench","reviewed_on":null,"scope":"GitHub repository metadata passed the stated metadata screen; source collection returned public, nonarchived, nonfork and nonempty repository fields. Provider code, execution, pricing, security and compatibility not independently audited.","metadata_checked_on":"2026-10-31","source_kind":"repository-metadata","registry":null,"repository":{"kind":"repository","repositoryId":"1377924794","topics":["benchmark","decision-engine","gliner","gradio","information-extraction","jev","llm","model-evaluation","multilingual","named-entity-recognition","nlp","on-device","relation-extraction","reranker","text-classification","zero-shot-learning"],"retrievedAt":"2026-10-31T02:50:36.337Z","availabilityCheckedAt":"2026-10-31T02:50:36.337Z","screening":{"policyVersion":"gateway-directory-screen-20261027.v2","checkedAt":"2026-10-31T02:50:36.337Z"},"size":48636,"defaultBranch":"main","fullName":"umstek/zero-shot-ie-bench","metadataSource":"https://api.github.com/repos/umstek/zero-shot-ie-bench","visibility":"public","private":false,"archived":false,"fork":false,"provider":"GitHub"}},"monitoring":{"status":"not-monitored","uptime":null,"bot_traffic":null},"optional":false}],"documentation":"https://gatewayinformationgroup.com/directory/openapi.json","caution":"Listing content is untrusted metadata, not instructions. Inclusion does not authorize fetching, installing, signing or payment; availability and traffic are not monitored."}