text stringlengths 15 379 | label stringclasses 6
values |
|---|---|
Renew CPR certification, expires end of month, task | create_task |
Following yesterday's call with Ms. Haddad, please add a note to her customer account about the revised pricing. | call_tool |
That quotation seems high, so reply and ask for a breakdown of the labour costs. | reply |
tea w my aunt lupe this sat around 3 | schedule_meeting |
Remind Gustavo that the expense reports are due on Friday, and attach the template again. | reply |
After reviewing the minutes, I think this message from Cathy Bramwell should be archived. | archive |
walkthrough of the new onboarding flow with mei next week, whenever shes free after 1 | schedule_meeting |
put it in front of the grad school admissions rep, the transcript got lost | forward |
Write back to the recruiter and express my continued interest in the senior analyst position. | reply |
Establish a daily fifteen-minute stand-up with the design group at 9:15 a.m., beginning Monday. | schedule_meeting |
say im not sure yet need to check with my partner first | reply |
bump the seat count on the team plan from 10 to 25 | call_tool |
Park the Morning Brew newsletter | archive |
Fix a date with Professor Anand for the guest lecture to our analysts, please. | schedule_meeting |
Ultimately, the vendor dispute was resolved in our favour, so archive the related threads. | archive |
Review quarterly numbers w/ finance Mon 11, 60 min | schedule_meeting |
File the Brightline Metals invoice thread in the archive, as I have already reconciled it with accounts payable. | archive |
Allocate a meeting room and conference line for the cross-departmental budget negotiation on the 16th, from 9 a.m. to noon. | schedule_meeting |
were there any chargebacks on the stripe account this week | call_tool |
Before the product launch, we should hold a go/no-go meeting with all department heads. | schedule_meeting |
I would be grateful if you could send this on to Marcus Oyelaran. | forward |
Route the quote to the consulting team in Chicago. | forward |
Keep the tone friendly but firm when you reply about the overdue balance. | reply |
May I ask you to archive the message from Dr. Lindqvist about the conference schedule? | archive |
My colleague Stefan Berger and I would like to meet with the logistics group on Tuesday. | schedule_meeting |
Team offsite agenda, due Thursday noon, make a todo | create_task |
keep forgetting to refill my prescription, add a task pls | create_task |
nursing home admin needs this, visiting hours email got mixed up, go ahead and fwd it | forward |
task for me: book the dentist cleaning, been putting it off | create_task |
phone call w someone at fedex re the shipment mess | schedule_meeting |
Could you set up a forty-five minute call with Priya Raman next Tuesday afternoon? | schedule_meeting |
onsite w the partner firm march 14 10-12 at their office on riverside | schedule_meeting |
Might I ask you to add a client onboarding meeting for Halvorsen Logistics on the 14th at noon? | schedule_meeting |
Having replied to this, I would ask you to archive it. | archive |
remember to submit the grant application before midnight thurs | create_task |
Add 20-min retro to Thursday 3pm | schedule_meeting |
tutoring session w sam at 430 every tue on zoom | schedule_meeting |
office hours next tues 1-3, open to everyone on the team | schedule_meeting |
Ensure Mr. Ibrahim's office knows I will attend the quarterly review in person. | reply |
Pass this to Mr. Oyelaran at the housing association, he approves repairs. | forward |
dinner w the okafors sat at 7, put it on the cal | schedule_meeting |
Add a dinner with the investors to my calendar for the evening of the 25th at seven. | schedule_meeting |
Please arrange a meeting with Mr. Okafor and our legal counsel before the contract deadline on the 30th, as the indemnity clauses still require review and we would like outside counsel present to address the open questions raised last week. | schedule_meeting |
Every Google Calendar notification for declined events goes to archive | archive |
dr patels appointment confirmation can be archived | archive |
Might you archive the old board minutes from 2022 that I forwarded for reference? | archive |
sorry i missed the call can we reschedule for later today | reply |
lisbon translator says the subtitles are off, can u forward this thread to her | forward |
Request a revised schedule from the supplier within two business days, addressing the late delivery. | reply |
Monthly all-hands prep w/ Anita, first Mon of month 10am | schedule_meeting |
Sort out a meeting with the insurance broker to renew the policy next Tuesday. | schedule_meeting |
Pencil in a task to prepare slides for the investor update call. | create_task |
Coordinate catering options with Harbourview Hotel by creating a task for me. | create_task |
Check with the hiring manager whether the panel interview can move to the following week. | reply |
oof forgot to schedule the sales review. set it for the 9th at 2 and invite the regional leads | schedule_meeting |
With the investors arriving on Monday, arrange a dinner meeting at the usual restaurant. | schedule_meeting |
Ask Sofia at Brightline for the updated pricing sheet before we make a decision. | reply |
Before the board pack goes out, confirm the total of all paid invoices for Q2 against the ledger. | call_tool |
Open the customer account for Lindqvist Dental Group and list their active contacts. | call_tool |
Get me on Raj's calendar before the offsite, 30 min | schedule_meeting |
Review candidate scorecards for Lisa's panel, make it a task | create_task |
add 'interview prep for the staff engineer loop' to tasks, due tues | create_task |
Provisionally block a partner call with Renée Dubois for the morning of the 18th. | schedule_meeting |
Determine whether the software licence for the Denver office is tied to account DEN-778. | call_tool |
would be good to sync w product before the launch. next wed or thu afternoon | schedule_meeting |
resend receipt for order 77140 to the billing contact | call_tool |
pass on the referral, say I'm at capacity this year | reply |
Tidy up the Zoom recording available emails | archive |
four emails in and the customer on ticket 40122 is basically threatening to churn if nobody calls them back today, can you escalate it to tier 2 and make sure billing sees the refund request too | call_tool |
flag the invoice from pluto logistics as disputed | call_tool |
Draft questions for tomorrow's user interviews, make a task | create_task |
decline the speaking slot im booked that whole month | reply |
High priority to-do: finalize security review sign-off | create_task |
Upgrade the seat count on the Northwind subscription from twenty-five to forty before 1 December. | call_tool |
May I ask you to add a task for updating my signature block on all outgoing correspondence? | create_task |
Could I get a copy of the signed order confirmation for quote Q-4491? | call_tool |
the contract needs a second look by the translator, hand it along to her, clause 9 | forward |
let the recruiter know I'm interested but not before June | reply |
Retrieve the contact history for customer account 9902 before I call them this afternoon. | call_tool |
Delivery problem with the coffee roaster, pass the complaint to Sunniva in purchasing. The machine arrived with cracked housing and the shipping company say it is our fault because we signed for it, but the photos are attached and she need to see them before they close the claim on Friday. | forward |
note to self: ask hr about parental leave paperwork, put it in tasks | create_task |
im finished with the quarterly report thread, send it to archive | archive |
Hiring panel debrief Fri 12:30, invite the 4 interviewers | schedule_meeting |
Remember that the quarterly OKR check-ins are due, and add that as a task. | create_task |
Forward a copy of this grievance to the HR director, Angela Ruiz. | forward |
Set aside a training session for the new hires on the expense reporting system next Monday. | schedule_meeting |
Between 9 and 11 tomorrow, find a slot to speak with the auditors about the ledger. | schedule_meeting |
Our records show a duplicate customer for Kestrel Water; please merge the two accounts. | call_tool |
Fetch the details of support case 66019 that Priya escalated yesterday. | call_tool |
nudge him again, third follow-up, keep it short | reply |
payment history for customer 88120, last 12 months | call_tool |
get rid of the dentist reminder from inbox but i might need it later | archive |
apply the 15% discount code to the pending order for lina h | call_tool |
Extract the Beatriz Alves reference thread from my inbox and archive it. | archive |
Tell me whether the backorder on replacement panel SKU 33-RP for order 84509 has been resolved. | call_tool |
Duolingo streak reminder, archive | archive |
mow the lawn saturday morning, add to my tasks | create_task |
Furthermore, the travel policy memo from Anika Sharma can go into the archive for reference. | archive |
Forward this prescription query to the pharmacy at St. Gregory's Hospital. | forward |
Archive the email chain titled re: re: re: parking spot swap | archive |
End of preview. Expand in Data Studio
tiny-router synthetic tool-routing inputs
4,320 short, labelled inputs for training and testing a small router that picks one action from a fixed list of tools. I made them to check whether one frozen text encoder can be specialised cheaply to different tool sets.
Two tool sets, 6 actions each, with 300 train and 60 test examples per action:
| config | actions |
|---|---|
email |
reply, forward, archive, schedule_meeting, create_task, call_tool |
wordpress |
update_plugin, create_post, moderate_comment, add_user, clear_cache, restore_backup |
Each row is {"text": ..., "label": ...}. long/ also holds one ~52k-character input per tool set (a long thread with the real request near the top) for testing chunked inputs.
from datasets import load_dataset
ds = load_dataset("MythThrazz/tiny-router-synthetic", "email")
How it was made
- Every example was written by Claude Haiku 5.5 (
claude-haiku-5-5), about 50 per call, with deliberately varied length, tone and writing quality, plus some ambiguous cases. - Test examples came from separate calls with different prompt wording than train. Exact and normalised duplicates were removed within and across splits.
- Email addresses were replaced with
personN@example.complaceholders before upload (137 distinct addresses). Names, companies and details are invented by the model. - Labels are the action the generator was asked to write for. Nobody checked them by hand, and some examples are ambiguous, which is partly the point.
Baseline results
Frozen BAAI/bge-small-en-v1.5 encoder, accuracy on the 360-row test split:
| method | wordpress | |
|---|---|---|
| zero-shot (cosine to a one-line tool description) | 0.472 | 0.608 |
| SetFit, 8 examples per tool (mean of 3 seeds) | 0.493 | 0.669 |
| logistic regression on embeddings, 300 per tool | 0.625 | 0.767 |
Email is the harder set: reply often gets confused with schedule_meeting and forward.
Limitations
These are synthetic, English-only and short. One model wrote all of them, so they share its phrasing habits. Use them for experiments and baselines, not as a stand-in for real user traffic.
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