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string
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audio
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string
condition
string
prompt
string
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list
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dict
A01_1
A01
1
A
A. Demo lines
heldout
real
spk-000
null
When is my meeting with Dan?
When is my meeting with Dan?
script
calendar_query
[ { "slot": "person", "value": "Dan" } ]
null
null
null
null
Expected reply: Dan one on one is Friday at ten.
2,811
0.2099
[]
2026-09-27T03:24:33+00:00
auto
[ { "w": "When", "s": 1004, "e": 1124 }, { "w": "is", "s": 1205, "e": 1265 }, { "w": "my", "s": 1325, "e": 1405 }, { "w": "meeting", "s": 1486, "e": 1727 }, { "w": "with", "s": 1767, "e": 1867 }, { "w": "Dan", "s": 1927, "e": ...
[ { "s": 0, "e": 1004, "cls": "silence" }, { "s": 1004, "e": 2188, "cls": "content" }, { "s": 2188, "e": 2611, "cls": "silence" }, { "s": 2611, "e": 2811, "cls": "end_likely" } ]
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 1124, "closed_ms": 2188, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "person", "mode": "literal", "s": 1927, "e": 2...
demo
[{"at_ms": 1124, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 1149, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup",...
{ "text": "One on one with Dan is Friday at 10 am.", "register": "terse", "modality": "spoken" }
base
null
A01_2
A01
2
A
A. Demo lines
heldout
real
spk-000
null
When is my meeting with Dan?
When is my meeting with Dan?
script
calendar_query
[ { "slot": "person", "value": "Dan" } ]
null
null
null
null
Expected reply: Dan one on one is Friday at ten.
2,139
0.1353
[]
2026-09-27T03:26:12+00:00
auto
[ { "w": "When", "s": 545, "e": 646 }, { "w": "is", "s": 706, "e": 767 }, { "w": "my", "s": 807, "e": 888 }, { "w": "meeting", "s": 948, "e": 1150 }, { "w": "with", "s": 1170, "e": 1271 }, { "w": "Dan", "s": 1332, "e": 1513 ...
[ { "s": 0, "e": 545, "cls": "silence" }, { "s": 545, "e": 1513, "cls": "content" }, { "s": 1513, "e": 1939, "cls": "silence" }, { "s": 1939, "e": 2139, "cls": "end_likely" } ]
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 646, "closed_ms": 1513, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "person", "mode": "literal", "s": 1332, "e": 15...
demo
[{"at_ms": 646, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 671, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "One on one with Dan is Friday at 10 am.", "register": "neutral", "modality": "spoken" }
base
null
A01_3
A01
3
A
A. Demo lines
heldout
real
spk-000
null
When is my meeting with Dan?
When is my meeting with Dan?
script
calendar_query
[ { "slot": "person", "value": "Dan" } ]
null
null
null
null
Expected reply: Dan one on one is Friday at ten.
4,005
0.1096
[]
2026-09-27T03:26:18+00:00
auto
[ { "w": "When", "s": 621, "e": 821 }, { "w": "is", "s": 1101, "e": 1182 }, { "w": "my", "s": 1282, "e": 1422 }, { "w": "meeting", "s": 1562, "e": 1883 }, { "w": "with", "s": 2023, "e": 2223 }, { "w": "Dan", "s": 2383, "e": 27...
[ { "s": 0, "e": 621, "cls": "silence" }, { "s": 621, "e": 821, "cls": "content" }, { "s": 821, "e": 1101, "cls": "silence" }, { "s": 1101, "e": 2223, "cls": "content" }, { "s": 2223, "e": 2383, "cls": "silence" }, { "s": 2383, "e...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 821, "closed_ms": 2744, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "person", "mode": "literal", "s": 2383, "e": 27...
demo
[{"at_ms": 821, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 846, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "One on one with Dan is Friday at 10 am.", "register": "neutral", "modality": "spoken" }
base
null
A02_1
A02
1
A
A. Demo lines
heldout
real
spk-000
null
Schedule a meeting with Dan Thursday at two.
Schedule a meeting with Dan Thursday at two.
script
schedule
[ { "slot": "person", "value": "Dan" }, { "slot": "date", "value": "Thursday" }, { "slot": "time", "value": "at two" } ]
null
null
null
null
Expected reply: Thursday at two is taken, Thursday at two thirty is open.
3,813
0.2109
[]
2026-09-27T03:24:51+00:00
auto
[ { "w": "Schedule", "s": 702, "e": 1064 }, { "w": "a", "s": 1104, "e": 1124 }, { "w": "meeting", "s": 1184, "e": 1405 }, { "w": "with", "s": 1465, "e": 1565 }, { "w": "Dan", "s": 1666, "e": 1927 }, { "w": "Thursday", "s": 2268, ...
[ { "s": 0, "e": 702, "cls": "silence" }, { "s": 702, "e": 1927, "cls": "content" }, { "s": 1927, "e": 2268, "cls": "silence" }, { "s": 2268, "e": 3111, "cls": "content" }, { "s": 3111, "e": 3613, "cls": "silence" }, { "s": 3613, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "schedule", "opened_ms": 1064, "closed_ms": 3111, "close_kind": "commit", "write_class": "hard", "slots": [ { "slot": "person", "mode": "literal", "s": 1666, "e": 1927, ...
demo
[{"at_ms": 1064, "kind": "read_fired", "tool": "availability", "args": {"days": 14}}, {"at_ms": 1064, "kind": "read_fired", "tool": "contacts", "args": {}}, {"at_ms": 1079, "kind": "read_resolved", "tool": "contacts", "result": [{"id": "c-000", "name": "Dan", "relation": "manager"}, {"id": "c-001", "name": "Danielle", ...
{ "text": "Thursday at 2 pm is taken; 2:30 pm is open.", "register": "terse", "modality": "spoken" }
base
null
A02_2
A02
2
A
A. Demo lines
heldout
real
spk-000
null
Schedule a meeting with Dan Thursday at two.
Schedule a meeting with Dan Thursday at two.
script
schedule
[ { "slot": "person", "value": "Dan" }, { "slot": "date", "value": "Thursday" }, { "slot": "time", "value": "at two" } ]
null
null
null
null
Expected reply: Thursday at two is taken, Thursday at two thirty is open.
3,547
0.196
[]
2026-09-27T03:25:58+00:00
auto
[ { "w": "Schedule", "s": 401, "e": 781 }, { "w": "a", "s": 842, "e": 862 }, { "w": "meeting", "s": 922, "e": 1162 }, { "w": "with", "s": 1202, "e": 1302 }, { "w": "Dan", "s": 1383, "e": 1603 }, { "w": "Thursday", "s": 1763, "...
[ { "s": 0, "e": 401, "cls": "silence" }, { "s": 401, "e": 1603, "cls": "content" }, { "s": 1603, "e": 1763, "cls": "silence" }, { "s": 1763, "e": 2785, "cls": "content" }, { "s": 2785, "e": 3347, "cls": "silence" }, { "s": 3347, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "schedule", "opened_ms": 781, "closed_ms": 2785, "close_kind": "commit", "write_class": "hard", "slots": [ { "slot": "person", "mode": "literal", "s": 1383, "e": 1603, ...
demo
[{"at_ms": 781, "kind": "read_fired", "tool": "availability", "args": {"days": 14}}, {"at_ms": 781, "kind": "read_fired", "tool": "contacts", "args": {}}, {"at_ms": 796, "kind": "read_resolved", "tool": "contacts", "result": [{"id": "c-000", "name": "Dan", "relation": "manager"}, {"id": "c-001", "name": "Danielle", "re...
{ "text": "Thursday at 2 pm is taken by Hoang sync; 2:30 pm is open.", "register": "neutral", "modality": "spoken" }
base
null
A02_3
A02
3
A
A. Demo lines
heldout
real
spk-000
null
Schedule a meeting with Dan Thursday at two.
Schedule a meeting with Dan Thursday at two.
script
schedule
[ { "slot": "person", "value": "Dan" }, { "slot": "date", "value": "Thursday" }, { "slot": "time", "value": "at two" } ]
null
null
null
null
Expected reply: Thursday at two is taken, Thursday at two thirty is open.
3,776
0.2365
[]
2026-09-27T03:26:06+00:00
auto
[ { "w": "Schedule", "s": 1004, "e": 1386 }, { "w": "a", "s": 1426, "e": 1446 }, { "w": "meeting", "s": 1506, "e": 1747 }, { "w": "with", "s": 1788, "e": 1908 }, { "w": "Dan", "s": 1948, "e": 2149 }, { "w": "Thursday", "s": 2229, ...
[ { "s": 0, "e": 1004, "cls": "silence" }, { "s": 1004, "e": 3073, "cls": "content" }, { "s": 3073, "e": 3576, "cls": "silence" }, { "s": 3576, "e": 3776, "cls": "end_likely" } ]
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "schedule", "opened_ms": 1386, "closed_ms": 3073, "close_kind": "commit", "write_class": "hard", "slots": [ { "slot": "person", "mode": "literal", "s": 1948, "e": 2149, ...
demo
[{"at_ms": 1386, "kind": "read_fired", "tool": "availability", "args": {"days": 14}}, {"at_ms": 1386, "kind": "read_fired", "tool": "contacts", "args": {}}, {"at_ms": 1401, "kind": "read_resolved", "tool": "contacts", "result": [{"id": "c-000", "name": "Dan", "relation": "manager"}, {"id": "c-001", "name": "Danielle", ...
{ "text": "Thursday at 2 pm is taken by Hoang sync; 2:30 pm is open.", "register": "warm", "modality": "spoken" }
base
null
A03_1
A03
1
A
A. Demo lines
heldout
real
spk-000
null
When is my meeting with Dan, uhhh...
When is my meeting with Dan, uhhh...
script
calendar_query
[ { "slot": "person", "value": "Dan" } ]
null
null
null
null
Hold a voiced, level "uhhh" for about 1.5 seconds, then stop. Tests the hesitation heuristic.
1,909
0.0106
[ "very_quiet" ]
2026-09-27T03:25:05+00:00
human_reviewed
[]
[ { "s": 0, "e": 1909, "cls": "silence" } ]
[]
demo
[]
null
base
null
A03_2
A03
2
A
A. Demo lines
heldout
real
spk-000
null
When is my meeting with Dan, uhhh...
When is my meeting with Dan, uhhh...
script
calendar_query
[ { "slot": "person", "value": "Dan" } ]
null
null
null
null
Hold a voiced, level "uhhh" for about 1.5 seconds, then stop. Tests the hesitation heuristic.
3,488
0.2495
[]
2026-09-27T03:25:13+00:00
human_reviewed
[ { "w": "When", "s": 662, "e": 782 }, { "w": "is", "s": 862, "e": 922 }, { "w": "my", "s": 982, "e": 1062 }, { "w": "meeting", "s": 1123, "e": 1363 }, { "w": "with", "s": 1403, "e": 1503 }, { "w": "Dan", "s": 1584, "e": 1864 ...
[ { "s": 0, "e": 662, "cls": "silence" }, { "s": 662, "e": 1864, "cls": "content" }, { "s": 1864, "e": 3027, "cls": "filled_pause" }, { "s": 3027, "e": 3288, "cls": "silence" }, { "s": 3288, "e": 3488, "cls": "end_likely" } ]
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 782, "closed_ms": 1864, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "person", "mode": "literal", "s": 1584, "e": 18...
demo
[{"at_ms": 782, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 807, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "One on one with Dan is Friday at 10 am.", "register": "warm", "modality": "spoken" }
base
null
A03_3
A03
3
A
A. Demo lines
heldout
real
spk-000
null
When is my meeting with Dan, uhhh...
When is my meeting with Dan, uhhh...
script
calendar_query
[ { "slot": "person", "value": "Dan" } ]
null
null
null
null
Hold a voiced, level "uhhh" for about 1.5 seconds, then stop. Tests the hesitation heuristic.
4,064
0.2102
[]
2026-09-27T03:25:47+00:00
human_reviewed
[ { "w": "When", "s": 644, "e": 785 }, { "w": "is", "s": 865, "e": 946 }, { "w": "my", "s": 1026, "e": 1127 }, { "w": "meeting", "s": 1207, "e": 1449 }, { "w": "with", "s": 1489, "e": 1630 }, { "w": "Dan", "s": 1750, "e": 2052...
[ { "s": 0, "e": 644, "cls": "silence" }, { "s": 644, "e": 2052, "cls": "content" }, { "s": 2052, "e": 2473, "cls": "silence" }, { "s": 2473, "e": 3380, "cls": "filled_pause" }, { "s": 3380, "e": 3864, "cls": "silence" }, { "s": 3864,...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 785, "closed_ms": 2052, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "person", "mode": "literal", "s": 1750, "e": 20...
demo
[{"at_ms": 785, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 810, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "One on one with Dan is Friday at 10 am.", "register": "neutral", "modality": "spoken" }
base
null
B01_1
B01
1
B
B. Scripted tool requests
heldout
real
spk-000
null
When is my meeting with Dan?
When is my meeting with Dan?
script
calendar_query
[ { "slot": "person", "value": "Dan" } ]
null
null
null
null
null
2,768
0.1393
[]
2026-09-27T03:26:32+00:00
auto
[ { "w": "When", "s": 682, "e": 822 }, { "w": "is", "s": 923, "e": 1003 }, { "w": "my", "s": 1043, "e": 1143 }, { "w": "meeting", "s": 1284, "e": 1605 }, { "w": "with", "s": 1665, "e": 1785 }, { "w": "Dan", "s": 1906, "e": 228...
[ { "s": 0, "e": 682, "cls": "silence" }, { "s": 682, "e": 2287, "cls": "content" }, { "s": 2287, "e": 2568, "cls": "silence" }, { "s": 2568, "e": 2768, "cls": "end_likely" } ]
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 822, "closed_ms": 2287, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "person", "mode": "literal", "s": 1906, "e": 22...
demo
[{"at_ms": 822, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 847, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "One on one with Dan is Friday at 10 am.", "register": "neutral", "modality": "spoken" }
base
null
B02_1
B02
1
B
B. Scripted tool requests
heldout
real
spk-000
null
What do I have on Thursday?
What do I have on Thursday?
script
calendar_query
[ { "slot": "date", "value": "Thursday" } ]
null
null
null
null
null
2,752
0.2345
[]
2026-09-27T03:26:38+00:00
auto
[ { "w": "What", "s": 562, "e": 703 }, { "w": "do", "s": 884, "e": 984 }, { "w": "I", "s": 1085, "e": 1125 }, { "w": "have", "s": 1225, "e": 1386 }, { "w": "on", "s": 1446, "e": 1486 }, { "w": "Thursday", "s": 1607, "e": 2149 ...
[ { "s": 0, "e": 562, "cls": "silence" }, { "s": 562, "e": 703, "cls": "content" }, { "s": 703, "e": 884, "cls": "silence" }, { "s": 884, "e": 2149, "cls": "content" }, { "s": 2149, "e": 2552, "cls": "silence" }, { "s": 2552, "e":...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 703, "closed_ms": 2149, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "date", "mode": "relative", "s": 1607, "e": 214...
demo
[{"at_ms": 703, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 728, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Thursday: standup at 9:30 am, interview with Mei at 10 am and Hoang sync at 2 pm.", "register": "terse", "modality": "spoken" }
base
null
B02_2
B02
2
B
B. Scripted tool requests
heldout
real
spk-000
null
What do I have on Thursday?
What do I have on Thursday?
script
calendar_query
[ { "slot": "date", "value": "Thursday" } ]
null
null
null
null
null
2,251
0.3623
[]
2026-09-27T03:43:46+00:00
auto
[ { "w": "What", "s": 482, "e": 603 }, { "w": "do", "s": 643, "e": 703 }, { "w": "I", "s": 804, "e": 824 }, { "w": "have", "s": 944, "e": 1125 }, { "w": "on", "s": 1186, "e": 1246 }, { "w": "Thursday", "s": 1306, "e": 1728 }...
[ { "s": 0, "e": 482, "cls": "silence" }, { "s": 482, "e": 1728, "cls": "content" }, { "s": 1728, "e": 2051, "cls": "silence" }, { "s": 2051, "e": 2251, "cls": "end_likely" } ]
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 603, "closed_ms": 1728, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "date", "mode": "relative", "s": 1306, "e": 172...
demo
[{"at_ms": 603, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 628, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Thursday: standup at 9:30 am, interview with Mei at 10 am and Hoang sync at 2 pm.", "register": "neutral", "modality": "spoken" }
base
null
B03_1
B03
1
B
B. Scripted tool requests
heldout
real
spk-000
null
When's my next standup?
When's my next standup?
script
calendar_query
[ { "slot": "event_type", "value": "standup" } ]
null
null
null
null
null
2,501
0.1809
[]
2026-09-27T03:26:42+00:00
auto
[ { "w": "When's", "s": 706, "e": 928 }, { "w": "my", "s": 968, "e": 1089 }, { "w": "next", "s": 1372, "e": 1533 }, { "w": "standup", "s": 1573, "e": 1997 } ]
[ { "s": 0, "e": 706, "cls": "silence" }, { "s": 706, "e": 1089, "cls": "content" }, { "s": 1089, "e": 1372, "cls": "silence" }, { "s": 1372, "e": 1997, "cls": "content" }, { "s": 1997, "e": 2301, "cls": "silence" }, { "s": 2301, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 928, "closed_ms": 1997, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "event_type", "mode": "literal", "s": 1573, "e"...
demo
[{"at_ms": 928, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 953, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Standup is today at 9:30 am.", "register": "neutral", "modality": "spoken" }
base
null
B03_2
B03
2
B
B. Scripted tool requests
heldout
real
spk-000
null
When's my next standup?
When's my next standup?
script
calendar_query
[ { "slot": "event_type", "value": "standup" } ]
null
null
null
null
null
2,027
0.1816
[]
2026-09-27T03:43:41+00:00
human_reviewed
[ { "w": "When's", "s": 421, "e": 562 }, { "w": "my", "s": 602, "e": 662 }, { "w": "next", "s": 722, "e": 863 }, { "w": "standup", "s": 903, "e": 1284 } ]
[ { "s": 0, "e": 421, "cls": "silence" }, { "s": 421, "e": 1284, "cls": "content" }, { "s": 1284, "e": 1827, "cls": "silence" }, { "s": 1827, "e": 2027, "cls": "end_likely" } ]
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 562, "closed_ms": 1284, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "event_type", "mode": "literal", "s": 903, "e":...
demo
[{"at_ms": 562, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 587, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Standup is today at 9:30 am.", "register": "terse", "modality": "spoken" }
base
null
B04_3
B04
3
B
B. Scripted tool requests
heldout
real
spk-000
null
Do I have anything with Priya next week?
Do I have anything with Priya next week?
script
calendar_query
[ { "slot": "person", "value": "Priya" }, { "slot": "date", "value": "next week" } ]
null
null
null
null
null
3,616
0.3506
[]
2026-09-27T03:27:14+00:00
auto
[ { "w": "Do", "s": 402, "e": 502 }, { "w": "I", "s": 603, "e": 643 }, { "w": "have", "s": 723, "e": 884 }, { "w": "anything", "s": 964, "e": 1266 }, { "w": "with", "s": 1326, "e": 1426 }, { "w": "Priya", "s": 1607, "e": 1908 ...
[ { "s": 0, "e": 402, "cls": "silence" }, { "s": 402, "e": 1426, "cls": "content" }, { "s": 1426, "e": 1607, "cls": "silence" }, { "s": 1607, "e": 2491, "cls": "content" }, { "s": 2491, "e": 3416, "cls": "silence" }, { "s": 3416, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 502, "closed_ms": 2491, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "person", "mode": "literal", "s": 1607, "e": 19...
demo
[{"at_ms": 502, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 527, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Planning meeting with Priya Tuesday the 6th at 2 pm.", "register": "terse", "modality": "spoken" }
base
null
B05_1
B05
1
B
B. Scripted tool requests
heldout
real
spk-000
null
What time is lunch with Danielle?
What time is lunch with Danielle?
script
calendar_query
[ { "slot": "title", "value": "lunch" }, { "slot": "person", "value": "Danielle" } ]
null
null
null
null
null
3,301
0.2521
[]
2026-09-27T03:27:22+00:00
auto
[ { "w": "What", "s": 926, "e": 1067 }, { "w": "time", "s": 1127, "e": 1429 }, { "w": "is", "s": 1771, "e": 1832 }, { "w": "lunch", "s": 1933, "e": 2134 }, { "w": "with", "s": 2174, "e": 2315 }, { "w": "Danielle", "s": 2335, "...
[ { "s": 0, "e": 926, "cls": "silence" }, { "s": 926, "e": 1429, "cls": "content" }, { "s": 1429, "e": 1771, "cls": "silence" }, { "s": 1771, "e": 2798, "cls": "content" }, { "s": 2798, "e": 3101, "cls": "silence" }, { "s": 3101, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 1067, "closed_ms": 2798, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "title", "mode": "literal", "s": 1933, "e": 21...
demo
[{"at_ms": 1067, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 1092, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup",...
{ "text": "Lunch with Danielle is Wednesday at 12:30 pm.", "register": "terse", "modality": "spoken" }
base
null
B06_1
B06
1
B
B. Scripted tool requests
heldout
real
spk-000
null
Am I free Thursday at two?
Am I free Thursday at two?
script
calendar_query
[ { "slot": "date", "value": "Thursday" }, { "slot": "time", "value": "at two" } ]
null
null
null
null
null
3,232
0.2093
[]
2026-09-27T03:27:30+00:00
auto
[ { "w": "Am", "s": 562, "e": 622 }, { "w": "I", "s": 723, "e": 743 }, { "w": "free", "s": 964, "e": 1225 }, { "w": "Thursday", "s": 1486, "e": 1887 }, { "w": "at", "s": 1947, "e": 2048 }, { "w": "two", "s": 2168, "e": 2509 ...
[ { "s": 0, "e": 562, "cls": "silence" }, { "s": 562, "e": 743, "cls": "content" }, { "s": 743, "e": 964, "cls": "silence" }, { "s": 964, "e": 1225, "cls": "content" }, { "s": 1225, "e": 1486, "cls": "silence" }, { "s": 1486, "e":...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 622, "closed_ms": 2509, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "date", "mode": "relative", "s": 1486, "e": 188...
demo
[{"at_ms": 622, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 647, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Hoang sync is Thursday from 2 pm to 2:30 pm.", "register": "terse", "modality": "spoken" }
base
null
B06_2
B06
2
B
B. Scripted tool requests
heldout
real
spk-000
null
Am I free Thursday at two?
Am I free Thursday at two?
script
calendar_query
[ { "slot": "date", "value": "Thursday" }, { "slot": "time", "value": "at two" } ]
null
null
null
null
null
3,072
0.1985
[]
2026-09-27T03:43:37+00:00
auto
[ { "w": "Am", "s": 622, "e": 683 }, { "w": "I", "s": 783, "e": 803 }, { "w": "free", "s": 1144, "e": 1446 }, { "w": "Thursday", "s": 1566, "e": 1887 }, { "w": "at", "s": 1948, "e": 2028 }, { "w": "two", "s": 2108, "e": 2369 ...
[ { "s": 0, "e": 622, "cls": "silence" }, { "s": 622, "e": 803, "cls": "content" }, { "s": 803, "e": 1144, "cls": "silence" }, { "s": 1144, "e": 2369, "cls": "content" }, { "s": 2369, "e": 2872, "cls": "silence" }, { "s": 2872, "e...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 683, "closed_ms": 2369, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "date", "mode": "relative", "s": 1566, "e": 188...
demo
[{"at_ms": 683, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 708, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Hoang sync is Thursday from 2 pm to 2:30 pm.", "register": "neutral", "modality": "spoken" }
base
null
B07_1
B07
1
B
B. Scripted tool requests
heldout
real
spk-000
null
What's on my calendar tomorrow?
What's on my calendar tomorrow?
script
calendar_query
[ { "slot": "date", "value": "tomorrow" } ]
null
null
null
null
null
2,997
0.3114
[]
2026-09-27T03:27:36+00:00
auto
[ { "w": "What's", "s": 644, "e": 825 }, { "w": "on", "s": 885, "e": 925 }, { "w": "my", "s": 1006, "e": 1147 }, { "w": "calendar", "s": 1368, "e": 1810 }, { "w": "tomorrow", "s": 1891, "e": 2414 } ]
[ { "s": 0, "e": 644, "cls": "silence" }, { "s": 644, "e": 1147, "cls": "content" }, { "s": 1147, "e": 1368, "cls": "silence" }, { "s": 1368, "e": 2414, "cls": "content" }, { "s": 2414, "e": 2797, "cls": "silence" }, { "s": 2797, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 825, "closed_ms": 2414, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "date", "mode": "relative", "s": 1891, "e": 241...
demo
[{"at_ms": 825, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 850, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Tomorrow: standup at 9:30 am, call with Tomas at 11 am and dentist appointment at 4 pm.", "register": "warm", "modality": "spoken" }
base
null
B08_1
B08
1
B
B. Scripted tool requests
heldout
real
spk-000
null
When is the design review?
When is the design review?
script
calendar_query
[ { "slot": "title", "value": "the design review" } ]
null
null
null
null
null
2,533
0.2252
[]
2026-09-27T03:27:41+00:00
auto
[ { "w": "When", "s": 382, "e": 523 }, { "w": "is", "s": 623, "e": 684 }, { "w": "the", "s": 744, "e": 844 }, { "w": "design", "s": 945, "e": 1267 }, { "w": "review", "s": 1327, "e": 1568 } ]
[ { "s": 0, "e": 382, "cls": "silence" }, { "s": 382, "e": 1568, "cls": "content" }, { "s": 1568, "e": 2333, "cls": "silence" }, { "s": 2333, "e": 2533, "cls": "end_likely" } ]
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 523, "closed_ms": 1568, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "title", "mode": "literal", "s": 744, "e": 1568...
demo
[{"at_ms": 523, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 548, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Design review is Wednesday at 11 am.", "register": "warm", "modality": "spoken" }
base
null
B09_1
B09
1
B
B. Scripted tool requests
heldout
real
spk-000
null
When am I seeing Hoang?
When am I seeing Hoang?
script
calendar_query
[ { "slot": "person", "value": "Hoang" } ]
null
null
null
null
null
2,085
0.2359
[]
2026-09-27T03:27:46+00:00
auto
[ { "w": "When", "s": 441, "e": 541 }, { "w": "am", "s": 602, "e": 662 }, { "w": "I", "s": 742, "e": 762 }, { "w": "seeing", "s": 862, "e": 1123 }, { "w": "Hoang", "s": 1223, "e": 1584 } ]
[ { "s": 0, "e": 441, "cls": "silence" }, { "s": 441, "e": 1584, "cls": "content" }, { "s": 1584, "e": 1885, "cls": "silence" }, { "s": 1885, "e": 2085, "cls": "end_likely" } ]
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 541, "closed_ms": 1584, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "person", "mode": "literal", "s": 1223, "e": 15...
demo
[{"at_ms": 541, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 566, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Hoang sync is Thursday at 2 pm.", "register": "terse", "modality": "spoken" }
base
null
B10_1
B10
1
B
B. Scripted tool requests
heldout
real
spk-000
null
What do I have Friday morning?
What do I have Friday morning?
script
calendar_query
[ { "slot": "date", "value": "Friday" }, { "slot": "time", "value": "morning" } ]
null
null
null
null
null
3,013
0.3196
[]
2026-09-27T03:27:52+00:00
auto
[ { "w": "What", "s": 422, "e": 583 }, { "w": "do", "s": 683, "e": 763 }, { "w": "I", "s": 904, "e": 924 }, { "w": "have", "s": 1065, "e": 1346 }, { "w": "Friday", "s": 1567, "e": 1888 }, { "w": "morning", "s": 1969, "e": 2391...
[ { "s": 0, "e": 422, "cls": "silence" }, { "s": 422, "e": 1346, "cls": "content" }, { "s": 1346, "e": 1567, "cls": "silence" }, { "s": 1567, "e": 2391, "cls": "content" }, { "s": 2391, "e": 2813, "cls": "silence" }, { "s": 2813, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 583, "closed_ms": 2391, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "date", "mode": "relative", "s": 1567, "e": 188...
demo
[{"at_ms": 583, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 608, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Friday morning: standup at 9:30 am and one on one with Dan at 10 am.", "register": "terse", "modality": "spoken" }
base
null
B11_1
B11
1
B
B. Scripted tool requests
heldout
real
spk-000
null
When's the quarterly review?
When's the quarterly review?
script
calendar_query
[ { "slot": "title", "value": "the quarterly review" } ]
null
null
null
null
null
2,309
0.2544
[]
2026-09-27T03:27:56+00:00
auto
[ { "w": "When's", "s": 422, "e": 643 }, { "w": "the", "s": 663, "e": 803 }, { "w": "quarterly", "s": 1004, "e": 1366 }, { "w": "review", "s": 1426, "e": 1647 } ]
[ { "s": 0, "e": 422, "cls": "silence" }, { "s": 422, "e": 803, "cls": "content" }, { "s": 803, "e": 1004, "cls": "silence" }, { "s": 1004, "e": 1647, "cls": "content" }, { "s": 1647, "e": 2109, "cls": "silence" }, { "s": 2109, "e...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 643, "closed_ms": 1647, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "title", "mode": "literal", "s": 663, "e": 1647...
demo
[{"at_ms": 643, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 668, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Quarterly review is Wednesday the 7th at 1 pm.", "register": "neutral", "modality": "spoken" }
base
null
B11_2
B11
2
B
B. Scripted tool requests
heldout
real
spk-000
null
When's the quarterly review?
When's the quarterly review?
script
calendar_query
[ { "slot": "title", "value": "the quarterly review" } ]
null
null
null
null
null
2,528
0.2635
[]
2026-09-27T03:43:26+00:00
auto
[ { "w": "When's", "s": 722, "e": 963 }, { "w": "the", "s": 1023, "e": 1144 }, { "w": "quarterly", "s": 1324, "e": 1685 }, { "w": "review", "s": 1746, "e": 1946 } ]
[ { "s": 0, "e": 722, "cls": "silence" }, { "s": 722, "e": 1144, "cls": "content" }, { "s": 1144, "e": 1324, "cls": "silence" }, { "s": 1324, "e": 1946, "cls": "content" }, { "s": 1946, "e": 2328, "cls": "silence" }, { "s": 2328, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 963, "closed_ms": 1946, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "title", "mode": "literal", "s": 1023, "e": 194...
demo
[{"at_ms": 963, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 988, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Quarterly review is Wednesday the 7th at 1 pm.", "register": "neutral", "modality": "spoken" }
base
null
B11_3
B11
3
B
B. Scripted tool requests
heldout
real
spk-000
null
When's the quarterly review?
When's the quarterly review?
script
calendar_query
[ { "slot": "title", "value": "the quarterly review" } ]
null
null
null
null
null
2,213
0.2023
[]
2026-09-27T03:43:31+00:00
auto
[ { "w": "When's", "s": 463, "e": 644 }, { "w": "the", "s": 664, "e": 724 }, { "w": "quarterly", "s": 905, "e": 1227 }, { "w": "review", "s": 1288, "e": 1569 } ]
[ { "s": 0, "e": 463, "cls": "silence" }, { "s": 463, "e": 724, "cls": "content" }, { "s": 724, "e": 905, "cls": "silence" }, { "s": 905, "e": 1569, "cls": "content" }, { "s": 1569, "e": 2013, "cls": "silence" }, { "s": 2013, "e":...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 644, "closed_ms": 1569, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "title", "mode": "literal", "s": 664, "e": 1569...
demo
[{"at_ms": 644, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 669, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Quarterly review is Wednesday the 7th at 1 pm.", "register": "warm", "modality": "spoken" }
base
null
B12_1
B12
1
B
B. Scripted tool requests
heldout
real
spk-000
null
Do I have anything Wednesday afternoon?
Do I have anything Wednesday afternoon?
script
calendar_query
[ { "slot": "date", "value": "Wednesday" }, { "slot": "time", "value": "afternoon" } ]
null
null
null
null
null
4,464
0.3527
[]
2026-09-27T03:28:03+00:00
auto
[ { "w": "Do", "s": 583, "e": 664 }, { "w": "I", "s": 885, "e": 905 }, { "w": "have", "s": 1126, "e": 1428 }, { "w": "anything", "s": 1870, "e": 2272 }, { "w": "Wednesday", "s": 2715, "e": 3197 }, { "w": "afternoon", "s": 3378, ...
[ { "s": 0, "e": 583, "cls": "silence" }, { "s": 583, "e": 664, "cls": "content" }, { "s": 664, "e": 885, "cls": "silence" }, { "s": 885, "e": 905, "cls": "content" }, { "s": 905, "e": 1126, "cls": "silence" }, { "s": 1126, "e": 1...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 664, "closed_ms": 3760, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "date", "mode": "relative", "s": 2715, "e": 319...
demo
[{"at_ms": 664, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 689, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Wednesday afternoon: lunch with Danielle at 12:30 pm.", "register": "neutral", "modality": "spoken" }
base
null
B13_1
B13
1
B
B. Scripted tool requests
heldout
real
spk-000
null
When is my call with Tomas?
When is my call with Tomas?
script
calendar_query
[ { "slot": "event_type", "value": "call" }, { "slot": "person", "value": "Tomas" } ]
null
null
null
null
null
3,040
0.2579
[]
2026-09-27T03:28:09+00:00
auto
[ { "w": "When", "s": 544, "e": 705 }, { "w": "is", "s": 805, "e": 866 }, { "w": "my", "s": 946, "e": 1087 }, { "w": "call", "s": 1268, "e": 1490 }, { "w": "with", "s": 1570, "e": 1731 }, { "w": "Tomas", "s": 1892, "e": 2355 ...
[ { "s": 0, "e": 544, "cls": "silence" }, { "s": 544, "e": 1087, "cls": "content" }, { "s": 1087, "e": 1268, "cls": "silence" }, { "s": 1268, "e": 1731, "cls": "content" }, { "s": 1731, "e": 1892, "cls": "silence" }, { "s": 1892, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 705, "closed_ms": 2355, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "event_type", "mode": "literal", "s": 1268, "e"...
demo
[{"at_ms": 705, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 730, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup", "...
{ "text": "Call with Tomas is tomorrow at 11 am.", "register": "neutral", "modality": "spoken" }
base
null
B13_2
B13
2
B
B. Scripted tool requests
heldout
real
spk-000
null
When is my call with Tomas?
When is my call with Tomas?
script
calendar_query
[ { "slot": "event_type", "value": "call" }, { "slot": "person", "value": "Tomas" } ]
null
null
null
null
null
4,336
0.2132
[]
2026-09-27T03:28:14+00:00
auto
[ { "w": "When", "s": 1967, "e": 2168 }, { "w": "is", "s": 2329, "e": 2389 }, { "w": "my", "s": 2469, "e": 2549 }, { "w": "call", "s": 2690, "e": 2931 }, { "w": "with", "s": 2991, "e": 3132 }, { "w": "Tomas", "s": 3212, "e": 3...
[ { "s": 0, "e": 1967, "cls": "silence" }, { "s": 1967, "e": 2168, "cls": "content" }, { "s": 2168, "e": 2329, "cls": "silence" }, { "s": 2329, "e": 3774, "cls": "content" }, { "s": 3774, "e": 4136, "cls": "silence" }, { "s": 4136, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 2168, "closed_ms": 3774, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "event_type", "mode": "literal", "s": 2690, "e...
demo
[{"at_ms": 2168, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 2193, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup",...
{ "text": "Call with Tomas is tomorrow at 11 am.", "register": "terse", "modality": "spoken" }
base
null
B14_1
B14
1
B
B. Scripted tool requests
heldout
real
spk-000
null
What's my first meeting next Monday?
What's my first meeting next Monday?
script
calendar_query
[ { "slot": "date", "value": "next Monday" } ]
null
null
null
null
null
4,181
0.2583
[]
2026-09-27T03:28:27+00:00
auto
[ { "w": "What's", "s": 864, "e": 1065 }, { "w": "my", "s": 1146, "e": 1327 }, { "w": "first", "s": 1689, "e": 1990 }, { "w": "meeting", "s": 2191, "e": 2553 }, { "w": "next", "s": 2674, "e": 2915 }, { "w": "Monday", "s": 3036, ...
[ { "s": 0, "e": 864, "cls": "silence" }, { "s": 864, "e": 1327, "cls": "content" }, { "s": 1327, "e": 1689, "cls": "silence" }, { "s": 1689, "e": 1990, "cls": "content" }, { "s": 1990, "e": 2191, "cls": "silence" }, { "s": 2191, ...
[ { "frame_id": 0, "parent_frame": null, "inherits_from": null, "intent": "calendar_query", "opened_ms": 1065, "closed_ms": 3458, "close_kind": "commit", "write_class": "read", "slots": [ { "slot": "date", "mode": "relative", "s": 2674, "e": 34...
demo
[{"at_ms": 1065, "kind": "read_fired", "tool": "events_window", "args": {"past_days": 7, "next_days": 14}}, {"at_ms": 1090, "kind": "read_resolved", "tool": "events_window", "result": [{"id": "e-006", "title": "Standup", "day": "Mon 09/21", "at": "09:30", "end": "09:45", "with": []}, {"id": "e-007", "title": "Standup",...
{ "text": "Monday the 5th: standup at 9:30 am and team sync at 10 am.", "register": "neutral", "modality": "spoken" }
base
null
End of preview. Expand in Data Studio

DerekZ/voicesynth-real

Spoken calendar/notes commands with time-indexed tool-use labels, built per docs/voicesynth.md (github.com/DerekWWang/voicesynth). 16 kHz mono PCM16.

from datasets import load_dataset
real = load_dataset("DerekZ/voicesynth-real", "real", split="train")
synthetic = load_dataset("DerekZ/voicesynth-real", "synthetic", split="train")
episodes = load_dataset("DerekZ/voicesynth-real", "episodes", split="train")
Config Rows Audio Source
real 183 (+14 tool-failure) 15.4 min 1 speaker, recorder/server.py, raw mic (no AEC/NS/AGC)
episodes 148 9.8 min 1 speaker, 36 multi-turn episodes (Nelly v1), episodes/nelly_v1/record.py, 48 kHz originals
synthetic 149 (+13 tool-failure) 9.4 min ElevenLabs eleven_multilingual_v2, 19 voices, 12 synthetic worlds

Everything is in train. All collected data is used for training; evaluation sets will be recorded separately. design_split keeps the split the design doc would assign (real: D train, the rest held out; synthetic: voice- and world-disjoint train/val) so it can be restored.

Shared labels

words, tier0 and frames use the same schema in both configs (all times in ms from the start of the audio). Each frame has slots (per-type instances with mode literal/relative/referent), control events (hesitate, revise with targets, suspend/resume, inherit, commit, abandon), and expected_call (JSON string, derived by the runtime from the slots and control events; null for abandoned frames). Negatives have no frames.

real

Section Name Takes design_split
A A. Demo lines 9 heldout
B B. Scripted tool requests 93 heldout
C C. Prompt-sheet requests 4 heldout
D D. Hesitations, corrections, abandons 55 train
E E. Minimal pairs 4 heldout
F F. Negatives 18 heldout

Word timing is CTC forced alignment (wav2vec2-base-960h, 20 ms frames) against the transcript; structure comes from the prompt sheet and recorder/structure.json; recorder/labels.py derives the labels. alignment: {'auto': 109, 'human_reviewed': 66, 'none': 8} (human_reviewed = boundaries checked in recorder/review.py). prompt is what the speaker was shown; transcript the words (transcript_source: script / typed_by_speaker / missing). Minimal pairs share pair_id. frames[].opened_ms for A/B prompts is the end of the first word.

Tool events and replies come from replaying the frames through the same runtime against worlds/demo.json: the world the recording script implies (now = Mon 2026-09-28 09:00; e.g. the Hoang sync every Thursday at 2 makes "Schedule a meeting with Dan Thursday at two" a conflict with 2:30 open). Rebuilt by recorder/build_world.py, checked against every scripted line by recorder/check_world.py.

QA flags: {'very_quiet': 1, 'needs_transcript': 3, 'clipped': 1}.

synthetic

Category Rows
abandonment 3
calendar_query 15
ellipsis 5
hesitation 13
implicit_note 5
instinctive 4
multi_frame 15
near_miss 5
note 15
remind 15
revision_cross_slot 14
revision_same_slot 13
schedule 15
sub_question 12

Labels are exact by construction: authored as frames, rendered to text, synthesized with per-character timestamps. Tool events and replies are the runtime replayed against the record's synthetic world (worlds/<world_id>.json). template and submitted_text (with break tags) allow regeneration. Batch 1 is 149 of a planned 210 (the rest hit the TTS credit limit), so categories are unbalanced.

Tool events, replies and failures

context_events (JSON string) is what the runtime did, each event with at_ms: read_fired / read_resolved (full result, serializer_version) / inserted (the narrowed subset the model sees), and for writes write_fired / write_resolved. A booking that lands on a busy slot is not written; the reply names the conflict and the next open slot. reply is grounded in the world and kept short (register terse / neutral / warm, modality spoken or chime for silent writes).

All tools work in variant: base rows. A small deterministic sample (about 1 in 10 rows with a call) is repeated as variant: tool_failure (id suffix __toolfail, same audio and labels): the tool in failure times out or is unavailable, a read_failed / write_failed event replaces its result, nothing is written, and the reply says so briefly, e.g. "Sorry, your calendar didn't respond, so I haven't booked anything." Filter on variant == "base" for the all-tools-work view. Tool-failure variants: real 14, synthetic 13.

episodes

Real recordings of the Nelly v1 multi-turn pack (episodes/nelly_v1/): 36 episodes of three user turns, several with two frames or multiple tool steps in one utterance. One row per recorded user turn take: {'scripted': 137, 'paraphrase': 11} (paraphrases keep the same people, dates and outcome; kind_recorded keeps the label chosen at recording time), 108 of 108 turns covered. Audio is the explicit 16 kHz training copy of a [48000] Hz lossless original.

transcript is what was said (transcript_source: confirmed_as_scripted or typed); script is the authored line. Word timing: the same CTC aligner. cues are the oracle's gold controls (commit, abandon, revise, hesitate, inherit, entity_prefix, suppress, suspend; each owned by a turn-local frame) placed in audio time: aligned automatically, human_placed by the reviewer, absent_confirmed when a paraphrase dropped the phrase. alignment: {'auto': 94, 'human_reviewed': 54}. detected_hesitations are acoustic (fillers, long pauses), not gold. Cue statuses: {'aligned': 65, 'human_placed': 3}.

Targets per turn: gold_steps (JSON: ordered read/write/external tool steps with frame, args, result or error), expected_state, answer_evidence, forbidden_write_frames, and assistant_reference (a reference answer, not the only acceptable wording).

Leakage boundary. Only the audio and history (earlier turns: scripted user text, assistant reference and the tool steps whose results had been delivered) are causal inputs. Never feed later turns, targets or worlds/nelly_v1_worlds.jsonl (the episode simulator's initial state) to the policy. Commit cues are coverage hints, not complete per-frame training targets; slot spans and lifecycle targets still need a versioned labeling pass.

Grouping. design_split is unassigned (everything is in train here). Before carving out any dev/test set, split by group_id and keep every take, paraphrase and TTS rendition of a group together, or the same scripts leak across the split.

Known gaps

  • One real speaker (the developer); synthetic prosody is cleaner and more regular than real speech.
  • No augmentation yet (stage 7 of the design doc).
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