{"schema":"https://assignee.net/schemas/benchmark-evidence-v1","schema_version":"1.0","contract_version":"benchmark-evidence-v1.0","contract_updated":"2026-06-01","schema_documentation":"https://assignee.net/schemas","changelog_url":"https://assignee.net/changelog","publisher":{"name":"Assignee Research","url":"https://assignee.net"},"html_url":"https://assignee.net/benchmarks/evidence?model=ZSJoint&bench=Multiatis%2B%2B","json_url":"https://assignee.net/benchmarks/evidence.json?model=ZSJoint&bench=Multiatis%2B%2B","model":"ZSJoint","benchmark":"Multiatis++","source_count":2,"source_coverage":{"record_count":2,"distinct_source_count":2,"coverage_level":"LIMITED","basis":"distinct public paper URLs or titles in this evidence cluster"},"source_profile":{"source_url_count":2,"missing_source_url_count":0,"domains":["arxiv.org"],"year_min":2022,"year_max":2023,"basis":"public source URLs, source titles, and reported publication years in this evidence cluster"},"reported_range":{"min_score_pct":82.6,"max_score_pct":87.0},"spread_pp":4.4,"severity":"LOW","entries":[{"model":"ZSJoint","benchmark":"Multiatis++","score_pct":87.0,"source_title":"I$^2$KD-SLU: An Intra-Inter Knowledge Distillation Framework for Zero-Shot Cross-Lingual Spoken Language Understanding","source_url":"http://arxiv.org/abs/2310.02594v1","source_domain":"arxiv.org","year":2023},{"model":"ZSJoint","benchmark":"Multiatis++","score_pct":82.61,"source_title":"Label-aware Multi-level Contrastive Learning for Cross-lingual Spoken Language Understanding","source_url":"http://arxiv.org/abs/2205.03656v2","source_domain":"arxiv.org","year":2022}],"interpretation":"This record groups score claims extracted from papers for the same model and benchmark label. A nonzero spread means the public literature reports different values for this cluster.","limitations":["Differences are not automatically errors.","Reported values may differ because of prompts, dataset versions, evaluation protocols, scoring rules, preprocessing, fine-tuning, or reporting conventions.","Source papers remain authoritative for their own claims."]}