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Model Reviews

Chatterbox Multilingual: Voice Cloning in 23 Languages

Chatterbox Multilingual cover

Chatterbox Multilingual is most interesting when the same reference voice has to survive language transfer, pacing changes, and expressive settings without falling apart.

Chatterbox Multilingual: what it does

Chatterbox Multilingual generates speech in 23 languages and can clone a voice from a short reference clip. It also exposes two knobs that matter in practice: exaggeration for expressiveness, and cfg_weight for guidance and pacing. For cross-language transfer, setting cfg_weight to 0 can help reduce the reference accent bleeding into the target language.

Model

Test rules

  • 6 short runs
  • One reference voice clip reused across all tests (voice cloning)
  • English tests use cfg_weight between 0.3 and 0.5
  • Non-English tests use cfg_weight=0 (language transfer setting)
  • Outputs published as-is

Hero image

Cover image for the Chatterbox Multilingual post
Prompt: Modern blog cover based on the input image as background. Create a clean stylized audio waveform scene with soft bokeh, dark gradient overlay for contrast. Add three lines of left aligned title text centered vertically. Line 1 huge bold serif Chatterbox. Line 2 small thin italic serif Multilingual. Line 3 medium bold serif 23 Languages. White text with drop shadow. No logos. No extra text.

Results (6 tests)

Test 1: English support script (neutral)

Text: Thanks for calling support. Please confirm the last four digits of the order number. Then say the delivery city.

Settings: language=en, exaggeration=0.5, cfg_weight=0.5, temperature=0.8

Waveform preview for Test 1
Prompt: Thanks for calling support. Please confirm the last four digits of the order number. Then say the delivery city.

Test 2: English podcast intro pacing

Text: Welcome back to the show. Today: why latency makes voice apps feel broken. Three quick points: timing, pauses, and turn taking.

Settings: language=en, exaggeration=0.5, cfg_weight=0.4, temperature=0.8

Waveform preview for Test 2
Prompt: Welcome back to the show. Today: why latency makes voice apps feel broken. Three quick points: timing, pauses, and turn taking.

Test 3: English emotional shift (higher exaggeration)

Text: I should have called sooner. The silence made things worse. Please pause. Then say this line slowly: I am sorry.

Settings: language=en, exaggeration=1.2, cfg_weight=0.3, temperature=0.9

Waveform preview for Test 3
Prompt: I should have called sooner. The silence made things worse. Please pause. Then say this line slowly: I am sorry.

Test 4: Turkish localization line (cfg_weight=0)

Text: Merhaba. Bu test ayni sesi Turkce konusturuyor. Lutfen siparis numarasinin son dort hanesini soyle. Sonra teslimat sehrini soyle.

Settings: language=tr, exaggeration=0.6, cfg_weight=0, temperature=0.8

Waveform preview for Test 4
Prompt: Merhaba. Bu test ayni sesi Turkce konusturuyor. Lutfen siparis numarasinin son dort hanesini soyle. Sonra teslimat sehrini soyle.

Test 5: Japanese support line (cfg_weight=0)

Text: こんにちは. このテストは同じ声で日本語を話します. 注文番号の下4けたを言ってください. それから配達先の都市を言ってください.

Settings: language=ja, exaggeration=0.55, cfg_weight=0, temperature=0.8

Waveform preview for Test 5
Prompt: こんにちは. このテストは同じ声で日本語を話します. 注文番号の下4けたを言ってください. それから配達先の都市を言ってください.

Test 6: Spanish support line (cfg_weight=0)

Text: Hola. Este test usa la misma voz en espanol. Di los ultimos cuatro digitos del pedido. Luego di la ciudad de entrega.

Settings: language=es, exaggeration=0.55, cfg_weight=0, temperature=0.8

Waveform preview for Test 6
Prompt: Hola. Este test usa la misma voz en espanol. Di los ultimos cuatro digitos del pedido. Luego di la ciudad de entrega.

Speed snapshot (task elapsed time)

Test Elapsed (s)
1 44
2 10
3 7
4 10
5 9
6 10

Takeaways

  • cfg_weight and exaggeration change the feel quickly. Small adjustments matter.
  • For cross-language voice transfer, cfg_weight=0 offers a clean baseline to judge accent carryover.
  • Short scripts make it easier to spot pronunciation issues, pacing drift, and number reading.

Try it

Run Chatterbox Multilingual on Wiro

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