---
task_categories:
- question-answering
language:
- eu
tags:
- tool-calling
- llm-agents
pretty_name: 'TOOLtifruti: TOOL interacTIon FRamework for Usage Testing and Inspection'
size_categories:
- 1K<n<10K
license: cc-by-sa-4.0
---

The Basque evaluation ecosystem still lacks standardized datasets and protocols to assess agentic behavior, and in particular tool selection and tool use in end-to-end Agentic RAG settings. To address this gap, we introduce TOOLtifruti, an ad hoc dataset designed to evaluate whether an LLM can identify when a tool is needed and select the appropriate tool among multiple domain-specific options in our use case. This setup makes tool-calling evaluation straightforward and reproducible, and it also provides a common benchmark for end-to-end Agentic RAG evaluation, since each query is paired with a reference tool call and a reference answer.

TOOLtifruti contains queries from five domains. Each query is associated with one of these domains (and therefore with the corresponding tool). The dataset includes queries that can be answered without using any tool (no-tool). These queries span various categories, such as translation, mathematics, education, and programming. These are the domains:
- BOPV/EHAA
- Basque Parliament
- Berria Newspaper
- Basque Wikipedia
- No-tool queries

Each dataset instance includes the query, its type (i.e., the tool/domain it maps to), the reference context required to answer it (the source passage from which the query was created), and the corresponding reference answer derived from that context. The following table shows a representative example for each domain:

| Type | Query | Context | Answer |
|---|---|---|---|
| bopv | Zein da Euskal Autonomia Erkidegoko<br>Trenbide Sarearen Lurraldearen Arloko<br>Planak aurreikusten duen trenbide-zabaltzea? | EBAZPENA, 2016ko irailaren 27koa,<br>Garraio Azpiegituren zuzendariarena,<br>zeinaren bidez behin betiko onartzen<br>baita Bilboko metropoli-trenbidearen<br>5. lineako Galdakao erdialdea [...] | Euskal Autonomia Erkidegoko Trenbide<br>Sarearen Lurraldearen Arloko Planak<br>otsailaren 27ko 41/2001 Dekretuaren<br>bidez onartu eta otsailaren 22ko<br>34/2005 Dekretuaren bidez [...] |
| parl | Zein da EAJ/PNVren jarrera metal<br>detektagailuen erabilerari buruzko<br>lege proposamenaren inguruan? | [Arruabarrena Azpitarte, Mikel,<br>(EAJ/PNV)]: [...] Laburki azalduta,<br>ezezko botoa eman dugu, ikusi<br>duzuen bezala, Gobernuaren iritzian<br>oinarrituta. Izan ere, legeari [...] | EAJ/PNVk ezezko botoa eman dio EH<br>Bilduk aurkeztutako lege-proposamenari,<br>Eusko Jaurlaritzaren iritziarekin bat eginez.<br>Arruabarrena Azpitarte (EAJ/PNV) arabera,<br>metal detektagailuen erabilera jada [...] |
| news | Zein eragin izango du Joxerramon<br>Bengoetxearen garaipenak<br>EHUren norabidean? | Joxerramon Bengoetxea izango da<br>EHUko errektoreberria, boto<br>haztatuaren \%64 lortuta. Norabide<br>aldaketa EHU Euskal Herriko<br>Unibertsitatean. [...] | Joxerramon Bengoetxearen garaipenak<br>norabide aldaketa bat ekarriko du EHU<br>Euskal Herriko Unibertsitatean. [...] |
| wikipedia | Zenbat liburu argitaratu ditu Julen Gabiriak? | Julen Gabiria "Connemara gure<br>bihotzetan" liburuaren idazlea da.<br>1973ko urtarrilaren 19an jaioa,<br>Galdakaon, idazle bizkaitar [...] | bi |
| notool<br>friendly_chat | Kaixo, unibertsitaterako aurkezpen bat egin<br>behar dut eta oso urduri jartzen naiz. Zein<br>da zure aholkurik onena lasaitzeko? |  | Kaixo, erabat ulertzen dut — aurkezpenak<br>oso urduri jartzen gaituzte! Hona hemen<br>lagun zaitzaketen gauza batzuk:<br><br>1. \textbf{Arnasa hartu profesionalen}<br>\textbf{moduan:} Erabili 4-7-8 metodoa [...] |