Datasets:

GIZ
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EnDev_RAGAS_testset

user_input string	reference_contexts list	reference string	persona_name string	query_style string	query_length string	synthesizer_name string
why the new clean cookstoves not work good if people still use old stoves and fires and the food taste different and dont like change in cooking practices	[ "# EnDev: Stirring change through clean cooking – Lessons and insights from 20 years of implementation\n## Respect cooking needs and cooking reality\nThere are many ways in which cooking reality may not align with the plans of a programme like EnDev. In reality, cooks use different types of stoves and fuels in para...	The new clean cookstoves may not work effectively because people often continue using traditional stoves and fuels alongside the new ones, a practice known as 'stacking,' which reduces fuel savings and limits health benefits. Additionally, the design of modern stoves may require changes in cooking practices that confli...	Sustainable Energy Outreach Coordinator	POOR_GRAMMAR	LONG	single_hop_specific_query_synthesizer
What is the role of moisture meters in assessing biomass fuel for clean cooking?	[ "# EnDev’s proxy-indicator approach for assessing the quality of a Cooking Energy System\n## How to evaluate biomass fuel moisture in the field?\nThere are moisture meters for the field and bomb calorimeters for the lab. However, EnDev looks for proxy indicators that can be used in the field. The key question is: w...	Moisture meters are used in the field to assess the moisture content of biomass fuels, helping determine if the fuel is dry before use, which is critical for reducing emissions when used in stoves.	Clean Cooking Behavior Specialist	PERFECT_GRAMMAR	SHORT	single_hop_specific_query_synthesizer
What factors influence cooking behaviour?	[ "# Behavioural change\npromotion toward\ncleaner cooking solutions\n## Need for a holistic and integrated approach\nCooking behaviour results from a combination of complex factors tangible and intangible: personal and community values, languages, cultures and stories; challenges, opportunities and aspirations. More...	Cooking behaviour results from a combination of complex factors, both tangible and intangible, including personal and community values, languages, cultures and stories, as well as challenges, opportunities and aspirations.	Energy Access Field Officer	PERFECT_GRAMMAR	SHORT	single_hop_specific_query_synthesizer
how has solar irrigation impacted farming communities in the Eastern Region of Ghana	[ "# 13 Years of Impact in Ghana\n## 5.2 Solar Irrigation is a Game Changer for Farmers in Ghana\nTeacher Mante, a farming community in the Eastern Region of Ghana, which is an hour drive from Accra, lacked a reliable supply of water for irrigation. Moreover, they were too far from the national grid to make a grid ex...	In the Eastern Region of Ghana, specifically in the farming community of Teacher Mante, solar irrigation has significantly transformed agricultural practices. The community previously lacked reliable water for irrigation and was too far from the national grid for electric pumping, leading many to abandon their farmland...	Energy Access Field Officer	WEB_SEARCH_LIKE	LONG	single_hop_specific_query_synthesizer
what kind of tech they show for sustainable agriculture?	[ "# Demonstrations of\nProductive Use Technologies\nfor Sustainable Agriculture\n## Types of Barriers\nFarmer" ]	Demonstrations of Productive Use Technologies for Sustainable Agriculture are provided, though specific technologies are not detailed in the context.	Energy Access Field Officer	POOR_GRAMMAR	MEDIUM	single_hop_specific_query_synthesizer
wut is LPG conserned as in cleen cooking behavioor change?	[ "# Behavioural change\npromotion toward\ncleaner cooking solutions\n## Behavioral change targets: clean cooking, mproved cook stoves, high and low tiers i\nThe sector's players use diff.ligaerent targets for behav ioural change promotion toward 'clean cooking'. Some of them consider cooking devices to be 'clean' o...	LPG is considered a clean cooking solution due to its very low indoor emissions, as recognized by the WHO, and is included in behavioral change promotion toward clean cooking.	Energy Access Field Officer	MISSPELLED	MEDIUM	single_hop_specific_query_synthesizer
how the chimney be clean for dung twigs leafs cooking?	[ "# EnDev’s proxy-indicator approach for assessing the quality of a Cooking Energy System\n## How to grade 'user behaviour' as factor for emissions\nThere are many ways for the user to cause higher emissions when utilising the stove. However, EnDev needs to focus on the major factors and calculate the average use...	The chimney should be cleaned according to recommendation when using dung, twigs, and leafs as fuel to reduce emissions.	Clean Cooking Behavior Specialist	POOR_GRAMMAR	MEDIUM	single_hop_specific_query_synthesizer
Wat iz teh functional verificashion of teh instalaltion qualitee for a grid-tied inverter in teh mini grid pv system commissioning guidelien?	[ "<1-hop>\n\n# Mini Grid PV System\nInspection and\nCommissioning Guideline\n## D. Functional Verification Filling Example\nTable 51. Example of Filling Functional Verification Form", "<2-hop>\n\n# Mini Grid PV System\nInspection and\nCommissioning Guideline\n## b. Explanation on completing forms\nTable 24 Install...	The functional verification of the installation quality for a grid-tied inverter in the mini grid PV system commissioning guideline involves checking the visual inspection of general information on grid-tied inverters, such as verifying the label/nameplate for the type of inverter (1 phase or 3 phases), number of inver...	null	null	null	multi_hop_abstract_query_synthesizer
how duz multianual indicativ programin rel8 2 afordabilty n budge7 plannin?	[ "<1-hop>\n\n# Multi-annual indicative Programming 2023-2025\n## Technological\nThe technology chosen by the proposal will be suitable for producers, consumers, and other stakeholders. BCC and distributors training will promote a safe, efficient and sustained use of the cooking device.", "<2-hop>\n\n# Multi-annual...	Multi-annual indicative programming 2023-2025 addresses affordability by promoting improved cooking stoves (ICSs) through value chain integration, economies of scale, and access to finance via initiatives like VSLAs, women associations, and MFIs. It also incorporates budget planning by requiring a detailed core budget ...	null	null	null	multi_hop_abstract_query_synthesizer
Houw duz a hollistic appraoch too cleen cookin wiht improoved cook stoves adrees teh realiteh of cookin pratices and behavorial chenjes nedded for sustanable adopcion?	[ "<1-hop>\n\n# EnDev: Stirring change through clean cooking – Lessons and insights from 20 years of implementation\n## Respect cooking needs and cooking reality\nThere are many ways in which cooking reality may not align with the plans of a programme like EnDev. In reality, cooks use different types of stoves and fu...	A holistic approach to clean cooking with improved cookstoves addresses the realities of cooking practices by recognizing that cooks often use multiple stoves and fuels simultaneously—a practice known as 'stacking'—which can undermine fuel savings and health benefits. Since cooking behavior is shaped by tangible and in...	null	null	null	multi_hop_abstract_query_synthesizer
how duz multianual indicativ programin adafordabilitty n safegaurdz rel8 to ics afordability?	[ "<1-hop>\n\n# Multi-annual indicative Programming 2023-2025\n## Technological\nICS is widely accepted by consumers. BCC and distributors training will promote a safe, efficient and sustained use of ICS.", "<2-hop>\n\n# Multi-annual indicative Programming 2023-2025\n## Affordability and Access to Finance\n· Promot...	The Multi-annual Indicative Programming 2023-2025 addresses affordability by promoting ICSs through value chain vertical integration, increased sales for economies of scale, and access to finance via initiatives like VSLAs, women associations, and MFIs. Safeguards are included as part of the programming framework to ma...	null	null	null	multi_hop_abstract_query_synthesizer
How do the Progress Report 2020 and Annual Planning 2021 documents reflect the progression of strategies for promoting cleaner cooking solutions?	[ "<1-hop>\n\n# Progress Report 2020\n## Annexes\nProgress Report 2020\n42", "<2-hop>\n\n# Annual Planning 2021\n## SI Access\n65" ]	The Progress Report 2020, found in the annexes of the 2020 report, provides an overview of the achievements and challenges in promoting cleaner cooking solutions, while the Annual Planning 2021 document outlines the strategic direction for SI Access in 2021, indicating a structured progression from assessment to planni...	null	null	null	multi_hop_abstract_query_synthesizer
how we make sure that vulnerable groups not left behind when doing energy projects like in fragile places or poor remote areas, especially when trying to leave no one behind as a goal?	[ "<1-hop>\n\n# Leaving no one behind: from framework to operationalisation\n## Table of Contents\n1. Executive Summary, 1 = 5. 2. The global commitment to, 1 = 6. leaving no one behind 3. EnDev's LNOB framework: the, 1 = 7. 3.1 The ambition, 1 = 7. 3.2 The target groups, 1 = . , 1 = 8. 4. Operationalising LNOB: p...	To ensure that vulnerable groups are not left behind in energy projects, especially in fragile or remote areas, interventions must be specifically designed to address their unique energy needs, barriers, and contexts. As outlined in the LNOB framework, this involves going beyond standard models and adapting delivery me...	null	null	null	multi_hop_abstract_query_synthesizer
How does gender analysis and gender mainstreaming inform project design and the theory of change in EnDev projects?	[ "<1-hop>\n\n# Gender Strategy\n## Project design and planning stage:\n· Country projects undertake a gender analysis prior to designing proposals.\n· All proposals will\nInclude gender holistically in the Theory of Change -\nIdentify and formulate gender-specific actions to be -included in the project\nInclude ge...	Gender analysis is conducted prior to designing proposals, ensuring that gender considerations are integrated holistically into the Theory of Change. This includes formulating gender-specific actions, setting gender-sensitive indicators and targets aligned with the EnDev logFrame, and allocating appropriate human and f...	null	null	null	multi_hop_abstract_query_synthesizer
What are the steps involved in the visual inspection and commissioning of a grid-tied inverter in a mini grid PV system, and what information is recorded during this process?	[ "<1-hop>\n\n# Mini Grid PV System\nInspection and\nCommissioning Guideline\n## 1. GENERAL INFORMATION OF GRID-TIED INVERTER\na. Actions to perform in visual inspection of general information on grid-tied inverters are:\n1. (Checking the label/nameplate for the type of inverter (1 phase or 3 phases), number of inver...	The visual inspection of a grid-tied inverter in a mini grid PV system involves checking the label or nameplate to determine the type of inverter (1 phase or 3 phases), the number of inverter units, the power capacity per unit, and the total capacity of all grid-tied inverters. The next steps include comparing the fiel...	null	null	null	multi_hop_specific_query_synthesizer
how bcc help in making ics use safe and efficient when both bcc and distributors training are used?	[ "<1-hop>\n\n# Multi-annual indicative Programming 2023-2025\n## Technological\nICS is widely accepted by consumers. BCC and distributors training will promote a safe, efficient and sustained use of ICS.", "<2-hop>\n\n# Multi-annual indicative Programming 2023-2025\n## Technological\nThe technology chosen by the p...	BCC and distributors training promote a safe, efficient and sustained use of ICS, as mentioned in the context, by ensuring that both producers and consumers are properly educated on the correct and effective use of the cooking devices.	null	null	null	multi_hop_specific_query_synthesizer
Wat is ElectriFi's investmnt in VITALITE an exampl of in termes of debt financng tools?	[ "<1-hop>\n\n# Innovative Finance for Energy Access: Key Tools, Challenges, and Opportunities for Mobilising Finance in the SDG7 Space\n## Challenges and success factors\nFigure 3.3: Primary debt financing tools for energy access\nthrough equity shares, Examples = Mezzanine debt. Funds offered via an initially low- ...	ElectriFi's investment in VITALITE is an example of a primary debt financing tool where funds are offered via an initially low-interest loan that can be repaid later as equity shares in the company, specifically categorized under convertible notes.	null	null	null	multi_hop_specific_query_synthesizer
How does the Gender Strategy ensure that gender considerations are systematically integrated into the project design and planning stages, particularly through the Theory of change and resource allocation?	[ "<1-hop>\n\n# Gender Strategy\n## Theory of change\n(a) or all projects, gender considerations will be mainF streamed throughout the project cycle\n(b) All projects will adhere to the GIZ safeguards and gender management system\n(c) n every programming cycle, selected projects will I be assisted to develop and impl...	The Gender Strategy ensures systematic integration of gender considerations during the project design and planning stages by requiring country projects to undertake a gender analysis prior to designing proposals. All proposals must include gender holistically in the Theory of Change, identify and formulate gender-speci...	null	null	null	multi_hop_specific_query_synthesizer
Based on the progress reports from 2019 and the annual planning targets set for 2021, how does the achieved number of households gaining access to electricity in 2021 compare to the established target, and what might this indicate about the pace of progress in expanding household electricity access?	[ "<1-hop>\n\n# Progress Report 2019\n## HH Access Electricity\nJun 15 Dec 15 Jun 16 Dec 16 Jun 17 Dec 17 Jun 18 Dec 18 Jun 19 Dec 19 Jun 20 Dec 20 Jun 21", "<2-hop>\n\n# Annual Planning 2021\n## HH Access Electricity\nTargets: 60,800\nAchieved: 24,552" ]	The Annual Planning 2021 document states a target of 60,800 households to gain access to electricity, but only 24,552 households were achieved. This indicates that the actual number of households gaining access to electricity in 2021 fell significantly short of the target, suggesting a slowdown or challenges in expandi...	null	null	null	multi_hop_specific_query_synthesizer
What is the role of the Results-based Financing Facility in promoting clean energy access through a pro-poor approach in Kenya?	[ "<1-hop>\n\n# Giving RBF a voice\n## The pro-poor approach shows its potential\nResults-based Financing Facility project closing story", "<2-hop>\n\n# Giving RBF a voice\n## Climbing the energy ladder\nResults-based Financing Facility project closing story\nKenya Stand-alone solarPV systems" ]	The Results-based Financing Facility plays a role in promoting clean energy access by supporting a pro-poor approach that enables vulnerable populations to climb the energy ladder, as demonstrated in the Kenya Stand-alone solarPV systems project, which is highlighted in the project closing story.	null	null	null	multi_hop_specific_query_synthesizer
wut iz cleen kokin and y du kooks stil use tradishonal stoves insted?	[ "<1-hop>\n\n# EnDev: Stirring change through clean cooking – Lessons and insights from 20 years of implementation\n## Respect cooking needs and cooking reality\nThere are many ways in which cooking reality may not align with the plans of a programme like EnDev. In reality, cooks use different types of stoves and fu...	Cleen kokin refers to the use of improved cookstoves and cleaner-burning fuels to reduce harmful pollutants and improve health outcomes. However, cooks still use traditional stoves alongside these modern devices because their daily cooking needs often require multiple stove and fuel types, a practice known as 'stacking...	null	null	null	multi_hop_specific_query_synthesizer

EnDev RAGAS Test Set

Synthetic Q&A test set (21 pairs) generated with RAGAS (TestsetGenerator.generate_with_chunks) over chunks sampled from the EnDev corpus stored in Qdrant collection endev-bgem3-512 (Gradio-gateway Space GIZ/EnDev_Qdrant).

Generated: 2026-09-10 UTC
Generator/judge LLM: Qwen/Qwen3-235B-A22B-Instruct-2507
Embeddings: BGE-M3 via the EnDev TEI Inference Endpoint
Columns: user_input, reference, reference_contexts, synthesizer_name

Used to evaluate the deployed ChaBo pipeline at https://giz-endev-orchestrator.hf.space. Files: endev_testset.jsonl (RAGAS-ready), endev_testset.csv (flat).

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