MIRA-MMDeepResearch
Collection
MMDeepResearch • 4 items • Updated • 2
Datasets:
id stringlengths 14 14 | query stringlengths 22 1.98k | images listlengths 0 10 | answer stringlengths 1 9.74k ⌀ | system stringclasses 1
value | tools stringclasses 1
value | conversations listlengths 5 119 |
|---|---|---|---|---|---|---|
general_000000 | Who composed Nexhmije Pagarusha's song "Baresha"? | [] | null | # Tools
You have access to the following functions:
<tools>
{"type": "function", "function": {"name": "browser.search", "description": "Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base64) for reverse image search. Reverse search returns up to 1... | [{"type": "function", "function": {"name": "browser.search", "description": "Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base64) for reverse image search. Reverse search returns up to 10 source-page text records and no candidate image pixels.", "... | [
{
"from": "system",
"value": "# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"browser.search\", \"description\": \"Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base... |
general_000001 | Solve the following task: The simultaneous perception of sound with the sighting of a bright meteor, a phenomenon long considered a psychological illusion, presents a physical paradox. Sound travels much slower than light, yet reports describe hearing hisses or crackles at the exact moment a fireball is seen. In the la... | [] | null | # Tools
You have access to the following functions:
<tools>
{"type": "function", "function": {"name": "browser.search", "description": "Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base64) for reverse image search. Reverse search returns up to 1... | [{"type": "function", "function": {"name": "browser.search", "description": "Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base64) for reverse image search. Reverse search returns up to 10 source-page text records and no candidate image pixels.", "... | [
{
"from": "system",
"value": "# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"browser.search\", \"description\": \"Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base... |
general_000002 | Solve the following task: A charity event is serving pizza. There are 3 groups: Group 1 has 10 adults and 5 children, Group 2 has 8 adults and 4 children, and Group 3 has 12 adults and 6 children. Each adult eats 3 slices, and each child eats 2 slices. Pizzas have 8 slices each. How many pizzas are required? | [] | null | # Tools
You have access to the following functions:
<tools>
{"type": "function", "function": {"name": "browser.search", "description": "Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base64) for reverse image search. Reverse search returns up to 1... | [{"type": "function", "function": {"name": "browser.search", "description": "Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base64) for reverse image search. Reverse search returns up to 10 source-page text records and no candidate image pixels.", "... | [
{
"from": "system",
"value": "# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"browser.search\", \"description\": \"Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base... |
general_000003 | Solve the following task: 一位法国导演以其独特的视觉风格和奇幻叙事而闻名，他的一部以第一次世界大战为背景的电影，讲述了一名女子寻找失踪未婚夫的故事。这部电影中有一位男演员，是该导演的长期合作伙伴。这位演员的电影处女作是一部关于一位歌剧女伶和一盘非法录音带的惊悚片。这部惊悚片的导演，其另一部作品描绘了一位作家与一位性情不定的年轻女性之间的狂热爱情，并因此获得了国际声誉。在这位惊悚片导演开启自己的长片导演生涯之前，他曾为一部关于美国学生在巴黎生活的电影担任过助理导演。这部关于美国学生的电影的导演是谁？ | [] | null | # Tools
You have access to the following functions:
<tools>
{"type": "function", "function": {"name": "browser.search", "description": "Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base64) for reverse image search. Reverse search returns up to 1... | [{"type": "function", "function": {"name": "browser.search", "description": "Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base64) for reverse image search. Reverse search returns up to 10 source-page text records and no candidate image pixels.", "... | [
{
"from": "system",
"value": "# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"type\": \"function\", \"function\": {\"name\": \"browser.search\", \"description\": \"Searches the web. Provide `query` for text search, or `image` (for example 'img_1', a saved crop reference, a URL, or base... |
general_000004 | "According to the 2025 Chemical Industry Outlook by Deloitte Insights, what change was observed in t(...TRUNCATED) | [] | null | "# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"type\": \"function\", \"funct(...TRUNCATED) | "[{\"type\": \"function\", \"function\": {\"name\": \"browser.search\", \"description\": \"Searches (...TRUNCATED) | [{"from":"system","value":"# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"typ(...TRUNCATED) |
general_000005 | "Twenty-three years after the deadliest battle in the US Civil War, who served as governor in the st(...TRUNCATED) | [] | null | "# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"type\": \"function\", \"funct(...TRUNCATED) | "[{\"type\": \"function\", \"function\": {\"name\": \"browser.search\", \"description\": \"Searches (...TRUNCATED) | [{"from":"system","value":"# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"typ(...TRUNCATED) |
general_000006 | "A child, born from a union between a brother and sister descended from a figure cursed for stealing(...TRUNCATED) | [] | null | "# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"type\": \"function\", \"funct(...TRUNCATED) | "[{\"type\": \"function\", \"function\": {\"name\": \"browser.search\", \"description\": \"Searches (...TRUNCATED) | [{"from":"system","value":"# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"typ(...TRUNCATED) |
general_000007 | "Solve the following task: 有一位杰出的科学家，是“两弹一星”功勋奖章的获得(...TRUNCATED) | [] | null | "# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"type\": \"function\", \"funct(...TRUNCATED) | "[{\"type\": \"function\", \"function\": {\"name\": \"browser.search\", \"description\": \"Searches (...TRUNCATED) | [{"from":"system","value":"# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"typ(...TRUNCATED) |
general_000008 | "Which prominent organization serves as a representative association within the field of cancer rese(...TRUNCATED) | [] | null | "# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"type\": \"function\", \"funct(...TRUNCATED) | "[{\"type\": \"function\", \"function\": {\"name\": \"browser.search\", \"description\": \"Searches (...TRUNCATED) | [{"from":"system","value":"# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"typ(...TRUNCATED) |
general_000009 | "Solve the following task: For the NBA All-Star Games from 2019 to 2021, consider each year's All-St(...TRUNCATED) | [] | null | "# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"type\": \"function\", \"funct(...TRUNCATED) | "[{\"type\": \"function\", \"function\": {\"name\": \"browser.search\", \"description\": \"Searches (...TRUNCATED) | [{"from":"system","value":"# Tools\n\nYou have access to the following functions:\n\n<tools>\n{\"typ(...TRUNCATED) |
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MIRA-General-Data
Agent trajectories in which a deep-search agent answers a question, often about an attached image, by inspecting the image, searching the web, reading pages and citing what it read, ending with a final answer. Part of MIRA (model: MIRA-SFT-35B-A3B).
Size
21,510 trajectories (rows) and 15,744 images.
Files
data/train-*.parquet one trajectory per row (zstd)
images/xx/<hash>.<ext> images referenced by the `images` column (paths relative to the repo root)
Fields
| field | type | description |
|---|---|---|
id |
string | row id |
query |
string | the user turn; <image> marks where an image from images is inserted |
images |
list[string] | relative paths: the question's image(s) first, then images returned by tools, in order |
answer |
string / null | reference answer, when available |
system |
string | system prompt; tool definitions are inside <tools>…</tools> |
tools |
string | the same tool definitions as a JSON list |
conversations |
list[{from, value}] | ShareGPT turns: system, human, function_call, observation, gpt |
Every assistant turn starts with <think>…</think>, followed by tool calls as a JSON list [{"name": ..., "arguments": {...}}].
Browser results are line-numbered and prefixed with a cursor [n]; answers cite them as 【n†Lx-Ly】.
Each row ends with a gpt turn containing <answer>…</answer>.
Loading
from datasets import load_dataset
ds = load_dataset("MIRA-MMDeepResearch/MIRA-General-Data-20K", split="train")
Limitations
Answers were produced by an agent and are not guaranteed correct. Web content reflects the time of collection. Images are third-party content included for research use; rights remain with their owners.
License
Released under CC BY-NC 4.0.
Citation
@article{mira2027,
title = {MIRA: A Multimodal Illustrated Deep Research Agent for Controllable Reports},
author = {Wu, Hongrui and Tuo, Kaiwen and Wang, Congcong and Li, Gen and Dong, Shuai and
Yu, Xinlei and Hou, Haowen and Peng, Zelin and Wang, Jiaqi},
year = {2027}
}
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