Add License and Citations

CITATION.cff

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+cff-version: 1.2.0
+message: "If you use this work, please cite it as below."
+title: "MASSIVE-Agents: A Benchmark for Multilingual Function-Calling in 52 Languages"
+type: conference-paper
+authors:
+  - family-names: "Kulkarni"
+    given-names: "Mayank"
+  - family-names: "Mazzia"
+    given-names: "Vittorio"
+  - family-names: "Gaspers"
+    given-names: "Judith"
+  - family-names: "Hench"
+    given-names: "Chris"
+  - family-names: "FitzGerald"
+    given-names: "Jack"
+year: 2025
+month: 11
+conference:
+  name: "Findings of the Association for Computational Linguistics: EMNLP 2025"
+  location: "Suzhou, China"
+publisher:
+  name: "Association for Computational Linguistics"
+pages: "20193-20215"
+doi: "10.18653/v1/2025.findings-emnlp.1099"
+isbn: "979-8-89176-335-7"
+url: "https://aclanthology.org/2025.findings-emnlp.1099/"
+abstract: >
+  We present MASSIVE-Agents, a new benchmark for assessing multilingual
+  function calling across 52 languages. We created MASSIVE-Agents by
+  cleaning the original MASSIVE dataset and then reformatting it for
+  evaluation within the Berkeley Function-Calling Leaderboard (BFCL)
+  framework. The full benchmark comprises 47,020 samples with an average
+  of 904 samples per language, covering 55 different functions and 286
+  arguments. We benchmarked 21 models using Amazon Bedrock and present
+  the results along with associated analyses. MASSIVE-Agents is
+  challenging, with the top model Nova Premier achieving an average
+  Abstract Syntax Tree (AST) Accuracy of 34.05% across all languages,
+  with performance varying significantly from 57.37% for English to as
+  low as 6.81% for Amharic. Some models, particularly smaller ones,
+  yielded a score of zero for the more difficult languages. Additionally,
+  we provide results from ablations using a custom 1-shot prompt,
+  ablations with prompts translated into different languages, and
+  comparisons based on model latency.
+preferred-citation:
+  type: paper-conference
+  authors:
+    - family-names: "Kulkarni"
+      given-names: "Mayank"
+    - family-names: "Mazzia"
+      given-names: "Vittorio"
+    - family-names: "Gaspers"
+      given-names: "Judith"
+    - family-names: "Hench"
+      given-names: "Chris"
+    - family-names: "FitzGerald"
+      given-names: "Jack"
+  title: "MASSIVE-Agents: A Benchmark for Multilingual Function-Calling in 52 Languages"
+  year: 2025
+  conference:
+    name: "Findings of the Association for Computational Linguistics: EMNLP 2025"
+  doi: "10.18653/v1/2025.findings-emnlp.1099"

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