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[ { "role": "system", "content": "You are a research assistant who answers questions through iterative reasoning and research.\n\n## PROCESS:\n- Reason through the problem, then call tools when you need information.\n- You can alternate between reasoning and tool use as many times as needed.\n- Only provide y...
[ { "type": "function", "function": { "name": "search", "description": "Performs batched web searches: supply an array 'query'; the tool retrieves the top results for each query in one call.", "parameters": { "type": "object", "properties": { "query": { ...
Has microwave-assisted fermentation of feather hydrolysate with brewer's spent grain been explored for co-production of peptides and bioenergy? Find prior work and reserach gap
<answer># Summary - Evidence shows that microbial keratinolytic processes can convert chicken feathers into peptide-rich hydrolysates with bioactivities such as ACE and DPP-IV inhibition, and these processes can achieve high feather degradation rates and generate low–1 kDa peptides during fermentation.<cite id="S_HSe1...
long_form
openscholar
4
[ { "role": "system", "content": "You are a research assistant who answers questions through iterative reasoning and research.\n\n## PROCESS:\n- Reason through the problem, then call tools when you need information.\n- You can alternate between reasoning and tool use as many times as needed.\n- Only provide y...
[ { "type": "function", "function": { "name": "search", "description": "Performs batched web searches: supply an array 'query'; the tool retrieves the top results for each query in one call.", "parameters": { "type": "object", "properties": { "query": { ...
Calculate tariffs that should be paid for each small package under 800 us dollars from China to USA after 2025-6-1. Give tariff values for packages declared as $5, $10, $20, $50, $100, $500
<answer>- <cite id="S_Lp8kiFM">Effective June 1, 2025 at 12:01 a.m. ET, low-value shipments from China are subject to a flat $200 duty per shipment.</cite> - <cite id="S_0xoQG2z,S_uYZMhFj">Separately, the Administration suspended duty-free de minimis treatment for all countries effective August 29, 2025, but this broad...
short_form
searcharena
1
[ { "role": "system", "content": "You are a research assistant who answers questions through iterative reasoning and research.\n\n## PROCESS:\n- Reason through the problem, then call tools when you need information.\n- You can alternate between reasoning and tool use as many times as needed.\n- Only provide y...
[ { "type": "function", "function": { "name": "search", "description": "Performs batched web searches: supply an array 'query'; the tool retrieves the top results for each query in one call.", "parameters": { "type": "object", "properties": { "query": { ...
Search the web for ddr6 and pcie7, also repot on the vendors working and potentially providing them. Use lists and avoid using tables, avoid using emojis, avoid using jargon.
<answer># Summary - DDR6: The JEDEC committee responsible for main memory states DDR6 is in development, with no public base specification released as of now; by contrast, LPDDR6 has been officially released by JEDEC as a new standard for mobile/AI memory.<cite id="S_Nagytxb">DDR6 is in development in JEDEC's JC‑42 co...
short_form
searcharena
3
[{"role":"system","content":"You are a research assistant who answers questions through iterative re(...TRUNCATED)
[{"type":"function","function":{"name":"search","description":"Performs batched web searches: supply(...TRUNCATED)
"\"Please provide a detailed overview of theories and models related to Artificial Intelligence (AI)(...TRUNCATED)
"<answer># Overview\n\nArtificial Intelligence (AI) in education encompasses techniques such as mach(...TRUNCATED)
long_form
openscholar
3
[{"role":"system","content":"You are a research assistant who answers questions through iterative re(...TRUNCATED)
[{"type":"function","function":{"name":"search","description":"Performs batched web searches: supply(...TRUNCATED)
"In the context of enhancing community development and economic sustainability within black communit(...TRUNCATED)
"<answer># Why Partnerships Matter in Pittsburgh's Current Landscape\nPittsburgh's universities oper(...TRUNCATED)
long_form
searcharena
3
[{"role":"system","content":"You are a research assistant who answers questions through iterative re(...TRUNCATED)
[{"type":"function","function":{"name":"search","description":"Performs batched web searches: supply(...TRUNCATED)
What recent research explores AI-human symbiosis where both intelligences co-adapt and co-evolve?
"<answer># Overview\n\nRecent research on AI-human symbiosis increasingly emphasizes mutual adaptati(...TRUNCATED)
long_form
openscholar
4
[{"role":"system","content":"You are a research assistant who answers questions through iterative re(...TRUNCATED)
[{"type":"function","function":{"name":"search","description":"Performs batched web searches: supply(...TRUNCATED)
find the last cia declassified documents about kennedy dead
"<answer># Latest CIA-Related JFK Assassination Declassifications\n\n- The National Archives reports(...TRUNCATED)
short_form
searcharena
2
[{"role":"system","content":"You are a research assistant who answers questions through iterative re(...TRUNCATED)
[{"type":"function","function":{"name":"search","description":"Performs batched web searches: supply(...TRUNCATED)
"give a comprehensive review on the effect of laser powder bed fusion (LPBF) (known as selective las(...TRUNCATED)
"<answer># Scope and Definitions\n\nHot cracking (solidification cracking or hot tearing) in LPBF of(...TRUNCATED)
long_form
openscholar
4
[{"role":"system","content":"You are a research assistant who answers questions through iterative re(...TRUNCATED)
[{"type":"function","function":{"name":"search","description":"Performs batched web searches: supply(...TRUNCATED)
"workplace motivation across different generations (Baby Boomers, Gen X, Millennials, Gen Z) through(...TRUNCATED)
"<answer># Herzberg’s Two-Factor Theory as a Lens\n\nHerzberg’s two-factor theory distinguishes (...TRUNCATED)
long_form
openscholar
5
[{"role":"system","content":"You are a research assistant who answers questions through iterative re(...TRUNCATED)
[{"type":"function","function":{"name":"search","description":"Performs batched web searches: supply(...TRUNCATED)
ion stoica vs joey gonzalez
"<answer># Comparison: Ion Stoica vs. Joey (Joseph E.) Gonzalez\n\n- Positions at UC Berkeley\n - <(...TRUNCATED)
short_form
searcharena
3
End of preview. Expand in Data Studio

dr-tulu long-form SFT data (native multi-turn, OpenDR-eval format)

Converted from rl-research/dr-tulu-sft-data into OpenAI-native multi-turn messages+tools (aligned to Zephyr271828/openseeker_v1_sft) plus citation support. Kept long_form+short_form (dropped exact_answer). 9,031 rows split into 8,941 train / 90 val (1% holdout, stratified by type, seed 42).

  • Flat single-turn XML -> native multi-turn (assistant tool_calls + tool messages; think -> reasoning_content).
  • Tool names mapped: google_search->search, snippet_search->snippet_search, browse_webpage->visit.
  • System prompt = harness SEARCH_SYSTEM_PROMPT_CITE; tools column = harness search/visit/snippet_search specs.
  • Tool outputs re-rendered into the harness _format/_summarize shape, keeping <snippet id="S_xxx"> so <cite id=...> resolves; dr-tulu S_xxx ids preserved verbatim.

Columns: messages, tools, question, answer, type, source, n_tool_calls.

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