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"name": "05_igbo_heavy",
"desc": "Igbo-heavier user (shows the weak spot: LLM Igbo beyond phrases). User turns TTS-synthesized (Flash, female Igbo voice).",
"user_turns": [
{
"label": "TTS-synthesized user turn [identical input audio recovered from the 2026-10-24 demo]",
"text": "<ibo>Kedu? Biko, nyere m aka.</ibo> <eng>I need a taxi to the airport.</eng>",
"wav": "/scratch/duplex_v2/user_audio/05_igbo_heavy_turn0.wav",
"orig_label": "TTS-synthesized user turn"
},
{
"label": "TTS-synthesized user turn [identical input audio recovered from the 2026-10-24 demo]",
"text": "<ibo>Ee, ọ dị mma.</ibo> <eng>I will leave at six.</eng>",
"wav": "/scratch/duplex_v2/user_audio/05_igbo_heavy_turn1.wav",
"orig_label": "TTS-synthesized user turn"
},
{
"label": "TTS-synthesized user turn [identical input audio recovered from the 2026-10-24 demo]",
"text": "<ibo>Daalụ, ka ọ dị.</ibo>",
"wav": "/scratch/duplex_v2/user_audio/05_igbo_heavy_turn2.wav",
"orig_label": "TTS-synthesized user turn"
}
],
"turns": [
{
"turn": 0,
"user_label": "TTS-synthesized user turn [identical input audio recovered from the 2026-10-24 demo]",
"user_ref": "<ibo>Kedu? Biko, nyere m aka.</ibo> <eng>I need a taxi to the airport.</eng>",
"user_start": 0.7,
"user_onset": 0.753,
"backchannels": [],
"asr": "kedu biko nyere m aka i need a taxis to the airport",
"asr_s": 0.093,
"eot_wait_s": 0.576,
"speech_end": 5.632,
"target": {
"mix": {
"eng": 0.58,
"ibo": 0.42
},
"matrix": "eng",
"pattern": [
"greeting:ibo",
"discourse:ibo",
"inter-sentential"
]
},
"target_desc": "Match the user's language mix: English about 60%, Igbo about 40% of the words. The main (matrix) language is English. The user greeted in Igbo: open with a short Igbo greeting. Sprinkle a Igbo discourse word or two the way the user did.",
"reply": "<ibo>Kedu?</ibo> <eng>Okay, I can help you book a taxi to the airport. How soon do you need it?</eng> <ibo>Biko</ibo>",
"reply_mix": {
"eng": 0.89,
"ibo": 0.11
},
"tvd": 0.312,
"how": "best_failed",
"first_cand_ok": false,
"rounds": [
{
"round": 0,
"llm_s": 0.302,
"cands": [
{
"text": "<ibo>Kedu?</ibo> <eng>Okay, I can help you book a taxi to the airport. How soon do you need it?</eng> <ibo>Biko</ibo>",
"ok": false,
"why": [
"mix drift tvd=0.31"
],
"tvd": 0.312
},
{
"text": "<ibo>Kedu?</ibo> <eng>Okay, I can help you book a taxi to the airport. How soon do you need it?</eng> <ibo>Na so?</ibo>",
"ok": false,
"why": [
"mix drift tvd=0.45"
],
"tvd": 0.45
},
{
"text": "<ibo>Kedu?</ibo> <eng>Yes, I can help you get a taxi to the airport. How soon do you need it?</eng> <ibo>Biko,</ibo> <eng>what time are you leaving?</eng>",
"ok": false,
"why": [
"mix drift tvd=0.32"
],
"tvd": 0.318
}
]
},
{
"round": 1,
"llm_s": 0.236,
"cands": [
{
"text": "<ibo>Kedu?</ibo> <eng>Biko, I go get you a taxi to the airport. How far you need to go?</eng>",
"ok": false,
"why": [
"mix drift tvd=0.44"
],
"tvd": 0.44
},
{
"text": "<ibo>Kedu?</ibo> <eng>Biko, I go get a taxi for you to airport now. You dey wait for the car at your gate?</eng>",
"ok": false,
"why": [
"mix drift tvd=0.43"
],
"tvd": 0.43
},
{
"text": "<ibo>Kedu?</ibo> <eng>Biko, I dey get a taxi for you to airport. How far you dey from airport?</eng>",
"ok": false,
"why": [
"mix drift tvd=0.44"
],
"tvd": 0.44
}
]
}
],
"mix_s": 0.0085,
"llm_s": 0.538,
"tts_first_s": 0.678,
"spec_start_s": 0.256,
"compute_to_first_audio_s": 1.351,
"tts_breakdown": {
"fe": 0.035,
"lm": 0.09,
"flow_voc": 0.202,
"n_tok": 8,
"audio_s": 0.32
},
"tts_chunks_s": [
0.678,
1.775,
1.017,
0.328
],
"first_audio": 7.239,
"reply_end": 15.054,
"latency_s": 1.607
},
{
"turn": 1,
"user_label": "TTS-synthesized user turn [identical input audio recovered from the 2026-10-24 demo]",
"user_ref": "<ibo>Ee, ọ dị mma.</ibo> <eng>I will leave at six.</eng>",
"user_start": 15.754,
"user_onset": 15.811,
"backchannels": [],
"asr": "ee ọ dị mma ewe live at six",
"asr_s": 0.077,
"eot_wait_s": 0.576,
"speech_end": 18.4,
"target": {
"mix": {
"ibo": 0.65,
"eng": 0.35
},
"matrix": "ibo",
"pattern": [
"inter-sentential"
]
},
"target_desc": "Match the user's language mix: Igbo about 65%, English about 35% of the words. The main (matrix) language is Igbo.",
"reply": "<ibo>Ee, ọ dị mma.</ibo> <eng>Got it, I’ll book the taxi for six o’clock.</eng> <ibo>Ọ dị mma na?</ibo>",
"reply_mix": {
"eng": 0.56,
"ibo": 0.44
},
"tvd": 0.21,
"how": "first_round",
"first_cand_ok": false,
"rounds": [
{
"round": 0,
"llm_s": 0.268,
"cands": [
{
"text": "<ibo>Ee, ọ dị mma.</ibo> <eng>Okay, I’ll make sure the taxi arrives by six.</eng> <ibo>Biko</ibo>",
"ok": false,
"why": [
"mix drift tvd=0.33"
],
"tvd": 0.326
},
{
"text": "<ibo>Ee, ọ dị mma!</ibo> <eng>The flight leaves at six. Is that correct?</eng> <ibo>Biko</ibo>",
"ok": false,
"why": [
"mix drift tvd=0.30"
],
"tvd": 0.303
},
{
"text": "<ibo>Ee, ọ dị mma.</ibo> <eng>Got it, I’ll book the taxi for six o’clock.</eng> <ibo>Ọ dị mma na?</ibo>",
"ok": true,
"why": [],
"tvd": 0.21
}
]
}
],
"mix_s": 0.0058,
"llm_s": 0.268,
"tts_first_s": 0.913,
"spec_start_s": 0.256,
"compute_to_first_audio_s": 1.278,
"tts_breakdown": {
"fe": 0.0,
"lm": 0.634,
"flow_voc": 0.217,
"n_tok": 40,
"audio_s": 1.6
},
"tts_chunks_s": [
0.913,
1.908,
0.851
],
"first_audio": 19.935,
"reply_end": 27.483,
"latency_s": 1.535
},
{
"turn": 2,
"user_label": "TTS-synthesized user turn [identical input audio recovered from the 2026-10-24 demo]",
"user_ref": "<ibo>Daalụ, ka ọ dị.</ibo>",
"user_start": 28.183,
"user_onset": 28.248,
"backchannels": [],
"asr": "daalụ kaọdị",
"asr_s": 0.056,
"eot_wait_s": 0.576,
"speech_end": 29.664,
"target": {
"mix": {
"ibo": 0.88,
"eng": 0.12
},
"matrix": "ibo",
"pattern": [
"closing:ibo"
]
},
"target_desc": "Match the user's language mix: Igbo about 90%, English about 10% of the words. The main (matrix) language is Igbo. The user closed in Igbo: you may close in Igbo.",
"reply": "<ibo>Daalụ kaọdị.</ibo> <eng>See you later!</eng> <ibo>Ọ dị mma.</ibo>",
"reply_mix": {
"eng": 0.38,
"ibo": 0.62
},
"tvd": 0.257,
"how": "first_round",
"first_cand_ok": false,
"rounds": [
{
"round": 0,
"llm_s": 0.247,
"cands": [
{
"text": "<ibo>Daalụ kaọdị.</ibo> <eng>Thank you, I’ll see you at six.</eng> <ibo>Ọ dị mma.</ibo>",
"ok": false,
"why": [
"mix drift tvd=0.46"
],
"tvd": 0.462
},
{
"text": "<ibo>Daalụ kaọdị.</ibo> <eng>See you later!</eng> <ibo>Ọ dị mma.</ibo>",
"ok": true,
"why": [],
"tvd": 0.257
},
{
"text": "<ibo>Daalụ kaọdị.</ibo> <eng>Thank you, have a safe trip.</eng>",
"ok": false,
"why": [
"mix drift tvd=0.63"
],
"tvd": 0.63
}
]
}
],
"mix_s": 0.0016,
"llm_s": 0.247,
"tts_first_s": 0.864,
"spec_start_s": 0.256,
"compute_to_first_audio_s": 1.179,
"tts_breakdown": {
"fe": 0.0,
"lm": 0.482,
"flow_voc": 0.208,
"n_tok": 31,
"audio_s": 1.24
},
"tts_chunks_s": [
0.864,
0.728,
0.69
],
"first_audio": 31.099,
"reply_end": 35.299,
"latency_s": 1.435
}
]
} |