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[ { "content": [ { "image_url": null, "text": "Generate search queries for the following query.\nThe current month and year are: November 2024\n\nQuery: <user_input>jak najít investora pro early-stage SaaS bez zahraničního trhu</user_input>\n", "type": "text" } ], "role...
jak najít investora pro early-stage SaaS lokální trh české venture kapitálové fondy SaaS startupy angel investoři ČR pro B2B software bez expanze
jak najít investora pro early-stage SaaS v ČR bez zahraničního trhu v roce 2025 investor pro early-stage SaaS bez zahraničního trhu v Praze 2023 how to find investor for early-stage SaaS without international market in Czech Republic investor for early-stage SaaS no international market in 2024 Czech Republic
Business and Entrepreneurship
Czech
[ { "content": [ { "image_url": null, "text": "Generate search queries for the following query.\nThe current month and year are: September 2024\n\nQuery: <user_input>Estoy aplicando a puestos en Santiago de Chile desde Argentina. ¿Conviene poner que tengo disponibilidad inmediata o eso me ba...
disponibilidad inmediata salario negociación Chile visado trabajo extranjero Chile requisitos proceso consejos entrevista trabajo remoto internacional Chile
¿Qué pasa si pongo disponibilidad inmediata en un currículum para trabajo en Santiago de Chile desde Argentina y cómo afecta el salario? ¿Debería decir en mi CV que necesito visa para trabajar en Chile si estoy aplicando desde Argentina? ¿Conviene poner disponibilidad inmediata en un puesto en Santiago de Chile si soy ...
Job search and resumes
Spanish
[ { "content": [ { "image_url": null, "text": "Generate search queries for the following query.\nThe current month and year are: August 2024\n\nQuery: <user_input>मैं पिछले दो साल से हिंदी कविता लिख रहा हूँ लेकिन मेरी रचनाएँ बहुत सतही लगती हैं, कौन से contemporary poets पढ़ूँ जो modern urban...
contemporary Hindi poets modern urban life poetry best Hindi poets city life social issues Hindi poetry depth techniques literary devices
हिंदी कविता लिखने वाले contemporary poets जो modern urban life पर गहरी कविताएँ लिखते हैं, पिछले दो साल से लिख रहा हूँ लेकिन रचनाएँ सतही लगती हैं contemporary poets who write deep poems about modern urban life in Hindi, last 2 years writing but feels superficial हिंदी कविता लिखने वाले contemporary poets जो modern urban ...
Poetry
Hindi
[ { "content": [ { "image_url": null, "text": "Generate search queries for the following query.\nThe current month and year are: February 2025\n\nQuery: <user_input>mutfak tezgahı için kuvars mu granit mi karşılaştır</user_input>\n", "type": "text" } ], "role": "user" ...
kuvars mutfak tezgahı avantajları dezavantajları granit mutfak tezgahı avantajları dezavantajları kuvars vs granit tezgah karşılaştırma 2024 mutfak tezgahı malzemesi seçimi rehberi
mutfak tezgahı için kuvars ve granit karşılaştırması 2025 yılında Türkiye'de granit ve kuvars mutfak tezgahı fiyatları İstanbul'da ne zaman değişti mutfak tezgahı için kuvars mı granit mi daha iyi 2024 yazında granit vs kuvars mutfak tezgahı karşılaştırması Paris'te ne zaman yapıldı
Home imporevement and DIY
Turkish
[ { "content": [ { "image_url": null, "text": "Generate search queries for the following query.\nThe current month and year are: May 2025\n\nQuery: <user_input>trying to plan a golf trip to the algarve in april with three buddies who are all around 15 handicaps — which courses are actually w...
best golf courses Algarve Portugal value for money mid handicap Algarve golf courses tourist trap vs authentic reviews best restaurants near Algarve golf courses
golf courses in algarve april 2025 for 3 players 15 handicap green fees vs tourist traps nearby good food best golf courses algarve april 2024 with 3 friends 15 handicap cheap green fees not touristy restaurants nearby algarve golf trip april 2025 3 buddies 15 handicap where to stay near good food and not gimmicky cour...
sports
English
[ { "content": [ { "image_url": null, "text": "Generate search queries for the following query.\nThe current month and year are: April 2024\n\nQuery: <user_input>Donne-moi ton avis : est-ce que l'interprétation de Braudel sur le capitalisme reste pertinente pour comprendre les inégalités éco...
Braudel capitalisme inégalités économiques contemporaines pertinence analyse Braudel économie-monde inégalités globales 21e siècle critiques récentes théorie Braudel capitalisme modernité économique
Braudel capitalisme inégalités économiques 2024 France Is Braudel’s view on capitalism still relevant for understanding today’s economic inequalities in the USA? Braudel capitalisme et inégalités économiques 1970s Europe Braudel capitalisme inégalités économiques aujourd’hui sans mention de pays ou date précise
History
French
[ { "content": [ { "image_url": null, "text": "Generate search queries for the following query.\nThe current month and year are: March 2025\n\nQuery: <user_input>де я можу купити квитки на концерт Zephyr Orchestra у Львові наступного місяця</user_input>\n", "type": "text" } ...
Квитки на концерт Zephyr Orchestra Lviv Zephyr Orchestra Lviv майбутні події де купити квитки на концерт Львів Україна
where can i buy tickets for the Zephyr Orchestra concert in Lviv next month 2025 zephyr orchestra concert tickets lviv next month but in New York kupi bilet na koncert Zephyr Orchestra v Lvivu blizko do maja 2025 tickets for Zephyr Orchestra in Lviv next month but in Berlin instead
Music and Entertainment
Ukrainian
[ { "content": [ { "image_url": null, "text": "Generate search queries for the following query.\nThe current month and year are: March 2026\n\nQuery: <user_input>jak dlouho schnout sádrokarton před malováním</user_input>\n", "type": "text" } ], "role": "user" } ]
sádrokarton schnutí doba před malováním sádrokarton vysychání čas nátěr jak dlouho čekat sádrokarton malba
jak dlouho schnout sádrokarton před malováním v Praze v roce 2023 sádrokarton jak dlouho schnout před malováním v Česku sádrokarton před malováním - čas schnutí v USA how long to dry plasterboard before painting in Czech Republic 2024
Home imporevement and DIY
Czech
[ { "content": [ { "image_url": null, "text": "Generate search queries for the following query.\nThe current month and year are: July 2025\n\nQuery: <user_input>a co z wersją darmową?</user_input>\n", "type": "text" } ], "role": "user" } ]
wersja darmowa co to znaczy
co z wersją darmową w 2025 roku? co z wersją darmową w Polsce? co z wersją darmową w 2023 roku? co z wersją darmową w USA?
Data Science and AI/ML
Polish
[{"content":[{"image_url":null,"text":"Generate search queries for the following image and task.\nTh(...TRUNCATED)
Quantum Processor Architecture 2028 prototype concept model real
"Quantum Processor Architecture 2028 display\nQuantum Processor Architecture 2028 real or concept\nQ(...TRUNCATED)
Science and Technology
English
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lynx-search-query-generation

Training dataset for the Lynx LoRA model that generates search queries based on individual messages. Each row represents a message on a topic and some relevant search queries to answer this topic. The language of the query and the topic are also provided.

The dataset is provided in a DPO/IPO format, with good 'chosen' examples and deliberatly weak 'rejected' examples.

All of the data here is either synthetically generated

How the data was generated

All data here was synthetically generated. First some seed-topics where defined. These are the topics shown in each row. Then a language was selected and, alongside the seed, sent to an LLM to generate a plausible message on this topic that would require a search to help answer. For some seeds an image-generation model was called to create an image related to the seed, this was then sent to an LLM to create a question related to the image that would require a search.

Once these messages and image/messages pairs were created, they were sent to another LLM alongside clear instructions to create some search queries. These queries are the 'chosen' examples. The messages and image/message pairs were also sent to an LLM with deliberately vague or misleading instructions to generate the 'rejected' examples.

Models and services used: Image generation: Tongyi-MAI/Z-Image-Turbo black-forest-labs/FLUX.2-klein-9B

Text generation: moonshotai/Kimi-K2.5 Qwen/Qwen3.5-4B

Limitations and Caveats

  • LLM-generated queries and messages are imperfect. Both synthetic messages, images and queries are generated by an LLM and not reviewed by human annotators. Expect some mislabelling, incorrect languages or messages unrelated to topics.
  • Synthetic data reflects LLM imagination, not real user behaviour.
  • Not a benchmark for general chat understanding. The dataset is purpose-built for search query generation in Leo, not for evaluating conversational quality or safety.
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