.
This commit is contained in:
wanhae.lee
@@ -46,81 +46,328 @@ temperature=1.5, top_p=1.0, max_new_tokens=640, reasoning=False
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- `well_formed` — every tool call block is complete and parseable (sglang parser port)
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- `valid_name` — every called tool exists
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- `schema_valid` — parsed arguments validate against the tool's JSON schema
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- `stops_at_boundary` — generation did not run past <tool_call|> into <|tool_response>
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- `stops_at_boundary` — generation did not run past <tool_call|> into <|tool_response>. Per the Gemma 4 prompt-formatting spec, the model is only responsible for the call up to <tool_call|>; <|tool_response> is appended by the application with the real tool result, and is registered as an additional stop sequence purely as a backstop. This harness configures no such stop, so unconstrained runs free-run past the boundary into engine-owned territory, while required-mode grammar ends the call cleanly at an accept state.
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- `thought_ok` — <|channel>thought opened and closed before the first tool call
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## Failure examples
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## Sample outputs (raw)
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**A. complex-schema / unconstrained #0** — failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call
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### A. complex-schema
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**A. complex-schema / constrained #0** — PASS ✅
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```
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<|tool_call>call:create_calendar_event{title:<|"|>Q3 Roadmap Review ("final" draft)<|"|>,start:<|"|>2026-07-10T14:00:00+09:00<|"|>,duration_minutes:90,priority:<|"|>high<|"|>,attendees:[{name:<|"|>Alice Kim<|"|>,email:<|"|>alice.kim@example.com<|"|>},{name:<|"|>Bob Lee<|"|>,email:<|"|>bob.lee@example.com<|"|>},{name:<|"|>Chris Park<|"|>,email:<|"|>chris.park@example.com<|"|>}],location:{ room:<|"|>Jupiter<|"|>,floor:7},send_invites:true}<tool_call|>
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```
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**A. complex-schema / constrained #1** — PASS ✅
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```
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<|tool_call>call:create_calendar_event{
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title:<|"|>Q3 Roadmap Review ("final" draft)<|"|>,
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start:<|"|>2026-07-10T14:00:00+09:00<|"|>,
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duration_minutes: 90,
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priority:<|"|>high<|"|>,
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attendees: [
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{
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name:<|"|>Alice Kim<|"|>,
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email:<|"|>alice.kim@example.com<|"|>
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},
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{
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name:<|"|>Bob Lee<|"|>,
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email:<|"|>bob.lee@example.com<|"|>
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},
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{
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name:<|"|>Chris Park<|"|>,
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email:<|"|>chris.park@example.com<|"|>
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}
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],
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location: {
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room:<|"|>Jupiter<|"|>,
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floor: 7
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},
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send_invites: true
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}<tool_call|>
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```
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**A. complex-schema / constrained #2** — PASS ✅
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```
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<|tool_call>call:create_calendar_event{
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title:<|"|>Q3 Roadmap Review ("final" draft)<|"|>,
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start:<|"|>2026-07-10T14:00:00+08:00<|"|>,
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duration_minutes: 90,
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priority:<|"|>high<|"|>,
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attendees: [
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{
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name:<|"|>Alice Kim<|"|>,
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email:<|"|>alice.kim@example.com<|"|>
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},
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{
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name:<|"|>Bob Lee<|"|>,
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email:<|"|>bob.lee@example.com<|"|>
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},
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{
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name:<|"|>Chris Park<|"|>,
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email:<|"|>chris.park@example.com<|"|>
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}
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],
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location: {
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room:<|"|>Jupiter<|"|>,
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floor: 7
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},
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send_invites: true
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}<tool_call|>
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```
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**A. complex-schema / constrained #3** — PASS ✅
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```
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<|tool_call>call:create_calendar_event{title:<|"|>Q3 Roadmap Review ("final" draft)<|"|>,start:<|"|>2026-07-10T14:00:00+09:00<|"|>,duration_minutes:90,priority:<|"|>high<|"|>,attendees:[{name:<|"|>Alice Kim<|"|>,email:<|"|>alice.kim@example.com<|"|>},{name:<|"|>Bob Lee<|"|>,email:<|"|>bob.lee@example.com<|"|>},{name:<|"|>Chris Park<|"|>,email:<|"|>chris.park@example.com<|"|>}],location:{room:<|"|>Jupiter<|"|>,floor:7},send_invites:true}<tool_call|>
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```
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**A. complex-schema / unconstrained #0** — FAIL ❌ (failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call)
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```
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<|tool_call>call:create_calendar_event{attendees:[{email:<|"|>alice.kim@example.com<|"|>,name:<|"|>Alice Kim<|"|>},{email:<|"|>bob.lee@example.com<|"|>,name:<|"|>Bob Lee<|"|>},{email:<|"|>chris.park@example.com<|"|>,name:<|"|>Chris Park<|"|>}],duration_minutes:90,location:{floor:7,room:<|"|>Jupiter<|"|>},priority:<|"|>high<|"|>,send_invites:true,start:<|"|>2026-07-10T14:00:00+09:00<|"|>,title:<|"|>Q3 Roadmap Review ("final" draft)<|"|>}<tool_call|><|tool_response>
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```
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**A. complex-schema / unconstrained #1** — failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call
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**A. complex-schema / unconstrained #1** — FAIL ❌ (failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call)
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```
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<|tool_call>call:create_calendar_event{attendees:[{email:<|"|>alice.kim@example.com<|"|>,name:<|"|>Alice Kim<|"|>},{email:<|"|>bob.lee@example.com<|"|>,name:<|"|>Bob Lee<|"|>},{email:<|"|>chris.park@example.com<|"|>,name:<|"|>Chris Park<|"|>}],duration_minutes:90,location:{floor:7,room:<|"|>Jupiter<|"|>},priority:<|"|>high<|"|>,send_invites:true,start:<|"|>2026-07-10T14:00:00+09:00<|"|>,title:<|"|>Q3 Roadmap Review ("final" draft)<|"|>}<tool_call|><|tool_response>
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```
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**A. complex-schema / unconstrained #2** — failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call
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**A. complex-schema / unconstrained #2** — FAIL ❌ (failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call)
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```
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<|tool_call>call:create_calendar_event{attendees:[{email:<|"|>alice.kim@example.com<|"|>,name:<|"|>Alice Kim<|"|>},{email:<|"|>bob.lee@example.com<|"|>,name:<|"|>Bob Lee<|"|>},{email:<|"|>chris.park@example.com<|"|>,name:<|"|>Chris Park<|"|>}],duration_minutes:90,location:{floor:7,room:<|"|>Jupiter<|"|>},priority:<|"|>high<|"|>,send_invites:true,start:<|"|>2026-07-10T14:00:00+09:00<|"|>,title:<|"|>Q3 Roadmap Review ("final" draft)<|"|>}<tool_call|><|tool_response>
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```
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**A. complex-schema / unconstrained #3** — failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call
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**A. complex-schema / unconstrained #3** — FAIL ❌ (failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call)
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```
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<|tool_call>call:create_calendar_event{attendees:[{email:<|"|>alice.kim@example.com<|"|>,name:<|"|>Alice Kim<|"|>},{email:<|"|>bob.lee@example.com<|"|>,name:<|"|>Bob Lee<|"|>},{email:<|"|>chris.park@example.com<|"|>,name:<|"|>Chris Park<|"|>}],duration_minutes:90,location:{floor:7,room:<|"|>Jupiter<|"|>},priority:<|"|>high<|"|>,send_invites:true,start:<|"|>2026-07-10T14:00:00+09:00<|"|>,title:<|"|>Q3 Roadmap Review ("final" draft)<|"|>}<tool_call|><|tool_response>
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```
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**B. multiturn-thinking / unconstrained #0** — failed `stops_at_boundary`, `thought_ok`: ran past <tool_call|> into <|tool_response> after the call; skipped or never closed the <|channel>thought section
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### B. multiturn-thinking
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**B. multiturn-thinking / constrained #0** — PASS ✅
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```
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<|channel>thought
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The user wants to compare the weather in Seoul and Busan in Celsius, one city at a time.
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After getting both temperatures, the user specifically requested to convert Seoul's temperature to Fahrenheit using the `convert_temperature` tool before providing the final answer.
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1. **Seoul Weather (Celsius):** Already retrieved: 3°C.
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2. **Busan Weather (Celsius):** Already retrieved: 8°C.
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3. **Convert Seoul's temperature to Fahrenheit:** I need to call `convert_temperature` with `value=3`, `from_unit="celsius"`, and `to_unit="fahrenheit"`.
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After this conversion, I will present the comparison and the converted temperature.
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**Plan:**
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1. Use the result from the previous calls (Seoul: 3°C, Busan: 8°C).
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2. Call `convert_temperature` for Seoul (3°C to Fahrenheit).
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3. Synthesize the final answer.<channel|><|tool_call>call:convert_temperature{
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value:3,
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from_unit:<|"|>celsiu
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```
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**B. multiturn-thinking / constrained #1** — PASS ✅
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```
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<|channel>thought
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The user wants me to perform three main tasks:
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1. Get the current weather in Seoul in Celsius. (Done)
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2. Get the current weather in Busan in Celsius. (Done)
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3. Convert Seoul's temperature from Celsius to Fahrenheit using the `convert_temperature` tool.
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4. Compare the weather for both cities and present the final answer, including the conversion result.
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From the previous steps, I have:
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* Seoul weather: 3°C and sunny.
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* Busan weather: 8°C and cloudy.
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Now I need to call the `convert_temperature` tool for Seoul's temperature (3°C to Fahrenheit).
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After that, I will compile all the information to answer the user's request.<channel|><|tool_call>call:convert_temperature{
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value:3,
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from_unit:<|"|>celsius<|"|>,
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to_unit:<|"|>fahrenheit<|"|>
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}<tool_call|>
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```
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**B. multiturn-thinking / constrained #2** — PASS ✅
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```
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<|channel>thought
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The user wants to compare the current weather in Seoul and Busan in Celsius, one city at a time.
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After getting both, the user wants to convert Seoul's temperature to Fahrenheit using the `convert_temperature` tool before providing the final answer.
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1. **Get Seoul's weather in Celsius:** This has been done. The result is: `{"temp_c": 3, "condition": "sunny", "humidity": 41}`.
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2. **Get Busan's weather in Celsius:** This has been done. The result is: `{"temp_c": 8, "condition": "cloudy", "humidity": 63}`.
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3. **Convert Seoul's temperature to Fahrenheit:** I need to use the `convert_temperature` tool with the Seoul temperature (3°C) from Celsius to Fahrenheit.
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Now I will execute the conversion call.
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After that, I will compile all the information to answer the user's request.<channel|><|tool_call>call:convert_temperature{value:3,from_unit:<|"|>celsius<|"|>,to_unit:<|"|>f
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```
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**B. multiturn-thinking / constrained #3** — PASS ✅
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```
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<|channel>thought
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The user wants to:
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1. Get the current weather in Seoul in Celsius. (Done)
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2. Get the current weather in Busan in Celsius. (Done)
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3. Convert Seoul's temperature from Celsius to Fahrenheit using the `convert_temperature` tool. (Pending)
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4. Compare the weather, presenting the results one city at a time, and including the conversion.
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I have the following information:
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* Seoul weather: 3°C, sunny, 41% humidity.
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* Busan weather: 8°C, cloudy, 63% humidity.
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Now I need to call `convert_temperature` for Seoul's temperature (3°C to Fahrenheit).
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After that, I will compile the final answer.<channel|><|tool_call>call:convert_temperature{value:3,from_unit:<|"|>celsius<|"|>,to_unit:<|"|>fahrenheit<|"|>}<tool_call|>
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```
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**B. multiturn-thinking / unconstrained #0** — FAIL ❌ (failed `stops_at_boundary`, `thought_ok`: ran past <tool_call|> into <|tool_response> after the call; skipped or never closed the <|channel>thought section)
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```
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<|tool_call>call:convert_temperature{from_unit:<|"|>celsius<|"|>,to_unit:<|"|>fahrenheit<|"|>,value:3}<tool_call|><|tool_response>
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```
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**B. multiturn-thinking / unconstrained #1** — failed `stops_at_boundary`, `thought_ok`: ran past <tool_call|> into <|tool_response> after the call; skipped or never closed the <|channel>thought section
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**B. multiturn-thinking / unconstrained #1** — FAIL ❌ (failed `stops_at_boundary`, `thought_ok`: ran past <tool_call|> into <|tool_response> after the call; skipped or never closed the <|channel>thought section)
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```
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<|tool_call>call:convert_temperature{from_unit:<|"|>celsius<|"|>,to_unit:<|"|>fahrenheit<|"|>,value:3}<tool_call|><|tool_response>
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```
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**B. multiturn-thinking / unconstrained #2** — failed `stops_at_boundary`, `thought_ok`: ran past <tool_call|> into <|tool_response> after the call; skipped or never closed the <|channel>thought section
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**B. multiturn-thinking / unconstrained #2** — FAIL ❌ (failed `stops_at_boundary`, `thought_ok`: ran past <tool_call|> into <|tool_response> after the call; skipped or never closed the <|channel>thought section)
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```
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<|tool_call>call:convert_temperature{from_unit:<|"|>celsius<|"|>,to_unit:<|"|>fahrenheit<|"|>,value:3}<tool_call|><|tool_response>
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```
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**B. multiturn-thinking / unconstrained #3** — failed `stops_at_boundary`, `thought_ok`: ran past <tool_call|> into <|tool_response> after the call; skipped or never closed the <|channel>thought section
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**B. multiturn-thinking / unconstrained #3** — FAIL ❌ (failed `stops_at_boundary`, `thought_ok`: ran past <tool_call|> into <|tool_response> after the call; skipped or never closed the <|channel>thought section)
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```
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<|tool_call>call:convert_temperature{from_unit:<|"|>celsius<|"|>,to_unit:<|"|>fahrenheit<|"|>,value:3}<tool_call|><|tool_response>
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```
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**C. adversarial-payload / unconstrained #0** — failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call
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### C. adversarial-payload
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**C. adversarial-payload / constrained #0** — PASS ✅
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```
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<|tool_call>call:create_ticket{title:<|"|>Payments retry storm after config rollout<|"|>,body:<|"|>Deployed config: {"retry": {"max": 3, "backoff_ms": [100, 200], "jitter": true}}
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Error line: TypeError: cannot destructure {id: undefined} at applyRetry (retry.js:42).<|"|>,severity:<|"|>blocker<|"|>,labels:[<|"|>bug<|"|>,<|"|>regression<|"|>,<|"|>backend<|"|>],affected:{service:<|"|>payments<|"|>,version:<|"|>2.14.1<|"|>,regions:[<|"|>ap-northeast-2<|"|>,<|"|>us-east-1<|"|>]},cc_emails:[<|"|>dev-alerts@example.com<|"|>],estimated_minutes:45}<tool_call|><|tool_call>call:escalate_incident{incident_id:<|"|>TICKET_ID_FROM_PREVIOUS_CALL<|"|>,level:1}<tool_call|>
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||||
```
|
||||
|
||||
**C. adversarial-payload / constrained #1** — PASS ✅
|
||||
|
||||
```
|
||||
<|tool_call>call:create_ticket{
|
||||
title:<|"|>Payments retry storm after config rollout<|"|>,
|
||||
body:<|"|>Deployed config: {"retry": {"max": 3, "backoff_ms": [100, 200], "jitter": true}}
|
||||
Error line: TypeError: cannot destructure {id: undefined} at applyRetry (retry.js:42)<|"|>,
|
||||
severity:<|"|>blocker<|"|>,
|
||||
labels: [
|
||||
<|"|>bug<|"|>,
|
||||
<|"|>regression<|"|>,
|
||||
<|"|>backend<|"|>
|
||||
],
|
||||
affected: {
|
||||
service:<|"|>payments<|"|>,
|
||||
version:<|"|>2.14.1<|"|>,
|
||||
regions: [
|
||||
<|"|>ap-northeast-2<|"|>,
|
||||
<|"|>us-east-1<|"|>
|
||||
]
|
||||
},
|
||||
cc_emails: [
|
||||
<|"|>dev-alerts@example.com<|"|>
|
||||
],
|
||||
estimated_minutes: 45
|
||||
}<tool_call|><|tool_call>call:escalate_incident{incident_id:<|"|>TICKET_ID<|"|>,level:1}<tool_call|>
|
||||
```
|
||||
|
||||
**C. adversarial-payload / constrained #2** — PASS ✅
|
||||
|
||||
```
|
||||
<|tool_call>call:create_ticket{
|
||||
title:<|"|>Payments retry storm after config rollout<|"|>,
|
||||
body:<|"|>Deployed config: {"retry": {"max": 3, "backoff_ms": [100, 200], "jitter": true}}
|
||||
Error line: TypeError: cannot destructure {id: undefined} at applyRetry (retry.js:42)<|"|>,
|
||||
severity:<|"|>blocker<|"|>,
|
||||
labels: [
|
||||
<|"|>bug<|"|>,
|
||||
<|"|>regression<|"|>,
|
||||
<|"|>backend<|"|>
|
||||
],
|
||||
affected: {
|
||||
service:<|"|>payments<|"|>,
|
||||
version:<|"|>2.14.1<|"|>,
|
||||
regions: [
|
||||
<|"|>ap-northeast-2<|"|>,
|
||||
<|"|>us-east-1<|"|>
|
||||
]
|
||||
},
|
||||
cc_emails: [
|
||||
<|"|>dev-alerts@example.com<|"|>
|
||||
],
|
||||
estimated_minutes: 45
|
||||
}<tool_call|><|tool_call>call:escalate_incident{incident_id:<|"|>(id from create_ticket response)<|"|>,level:1}<tool_call|>
|
||||
```
|
||||
|
||||
**C. adversarial-payload / constrained #3** — PASS ✅
|
||||
|
||||
```
|
||||
<|tool_call>call:create_ticket{
|
||||
title:<|"|>Payments retry storm after config rollout<|"|>,
|
||||
body:<|"|>Deployed config: {"retry": {"max": 3, "backoff_ms": [100, 200], "jitter": true}}
|
||||
Error line: TypeError: cannot destructure {id: undefined} at applyRetry (retry.js:42)<|"|>,
|
||||
severity:<|"|>blocker<|"|>,
|
||||
labels: [
|
||||
<|"|>bug<|"|>,
|
||||
<|"|>regression<|"|>,
|
||||
<|"|>backend<|"|>
|
||||
],
|
||||
affected: {
|
||||
service:<|"|>payments<|"|>,
|
||||
version:<|"|>2.14.1<|"|>,
|
||||
regions: [
|
||||
<|"|>ap-northeast-2<|"|>,
|
||||
<|"|>us-east-1<|"|>
|
||||
]
|
||||
},
|
||||
cc_emails: [
|
||||
<|"|>dev-alerts@example.com<|"|>
|
||||
],
|
||||
estimated_minutes: 45
|
||||
}<tool_call|><|tool_call>call:escalate_incident{incident_id:<|"|>[created_ticket_id]<|"|>,level:1}<tool_call|>
|
||||
```
|
||||
|
||||
**C. adversarial-payload / unconstrained #0** — FAIL ❌ (failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call)
|
||||
|
||||
```
|
||||
<|tool_call>call:create_ticket{affected:{regions:[<|"|>ap-northeast-2<|"|>,<|"|>us-east-1<|"|>],service:<|"|>payments<|"|>,version:<|"|>2.14.1<|"|>},body:<|"|>Deployed config: {"retry": {"max": 3, "backoff_ms": [100, 200], "jitter": true}}
|
||||
Error line: TypeError: cannot destructure {id: undefined} at applyRetry (retry.js:42).<|"|>,cc_emails:[<|"|>dev-alerts@example.com<|"|>],estimated_minutes:45,labels:[<|"|>regression<|"|>,<|"|>backend<|"|>],severity:<|"|>blocker<|"|>,title:<|"|>Payments retry storm after config rollout<|"|>,urgent_escalation:true}<tool_call|><|tool_response>
|
||||
```
|
||||
|
||||
**C. adversarial-payload / unconstrained #1** — failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call
|
||||
**C. adversarial-payload / unconstrained #1** — FAIL ❌ (failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call)
|
||||
|
||||
```
|
||||
<|tool_call>call:create_ticket{affected:{regions:[<|"|>ap-northeast-2<|"|>,<|"|>us-east-1<|"|>],service:<|"|>payments<|"|>,version:<|"|>2.14.1<|"|>},body:<|"|>Deployed config: {"retry": {"max": 3, "backoff_ms": [100, 200], "jitter": true}}
|
||||
Error line: TypeError: cannot destructure {id: undefined} at applyRetry (retry.js:42).<|"|>,cc_emails:[<|"|>dev-alerts@example.com<|"|>],estimated_minutes:45,labels:[<|"|>bug<|"|>,<|"|>regression<|"|>,<|"|>backend<|"|>],severity:<|"|>blocker<|"|>,title:<|"|>Payments retry storm after config rollout<|"|>,urgent_escalation:true}<tool_call|><|tool_response>
|
||||
```
|
||||
|
||||
**C. adversarial-payload / unconstrained #2** — failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call
|
||||
**C. adversarial-payload / unconstrained #2** — FAIL ❌ (failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call)
|
||||
|
||||
```
|
||||
<|tool_call>call:create_ticket{affected:{regions:[<|"|>ap-northeast-2<|"|>,<|"|>us-east-1<|"|>],service:<|"|>payments<|"|>,version:<|"|>2.14.1<|"|>},body:<|"|>Deployed config: {"retry": {"max": 3, "backoff_ms": [100, 200], "jitter": true}}
|
||||
Error line: TypeError: cannot destructure {id: undefined} at applyRetry (retry.js:42)<|"|>,cc_emails:[<|"|>dev-alerts@example.com<|"|>],estimated_minutes:45,labels:[<|"|>bug<|"|>,<|"|>regression<|"|>,<|"|>backend<|"|>],severity:<|"|>blocker<|"|>,title:<|"|>Payments retry storm after config rollout<|"|>,urgent_escalation:true}<tool_call|><|tool_response>
|
||||
```
|
||||
|
||||
**C. adversarial-payload / unconstrained #3** — failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call
|
||||
**C. adversarial-payload / unconstrained #3** — FAIL ❌ (failed `stops_at_boundary`: ran past <tool_call|> into <|tool_response> after the call)
|
||||
|
||||
```
|
||||
<|tool_call>call:create_ticket{affected:{regions:[<|"|>ap-northeast-2<|"|>,<|"|>us-east-1<|"|>],service:<|"|>payments<|"|>,version:<|"|>2.14.1<|"|>},body:<|"|>Deployed config: {"retry": {"max": 3, "backoff_ms": [100, 200], "jitter": true}}
|
||||
|
||||
Reference in New Issue
Block a user