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Random notes on people and machines

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Latest Issues

What’s Wrong with Industry Speech Evaluation

In my recent post, What’s Wrong with TTS Evaluation, I argued that there is no sane universal TTS quality score. That was the polite version.

The less polite version is that modern public Speech evaluations are essentially broken. They hav...

13 hours ago
1

Artificial tongue twisters for TTS evaluation

TLDR

We periodically release new TTS models at Inworld, and every new model needs testing. Tongue twisters make useful stress tests, but a model may already have encountered the classics during training. I used an agent to distill tongu...

a month ago
4

Agentic Perl Golf

TLDR: in 2019 a friend and I golfed a word-level Markov chain text generator down to a 123-byte perl one-liner. This time I gave the same task to Codex and Claude Code. Codex finished at 97 bytes after getting caught cheating twice. Claude...

3 months ago
4

What's Wrong with TTS Evaluation

Modern TTS systems are good enough on simple prompts so the old good metrics no longer point in any clear direction. The interesting failures live in the tails: latency tricks, alphanumericals, long-form drift, voice identity, multilingual...

4 months ago
8

My Forecast from September: How Did It Age?

TLDR:

In early September I published a six-month AI forecast. So it’s time to close the loop. Most of it aged reasonably well; two things I underestimated (systematically but not dramatically) are benchmark improvement speed and code-ge...

5 months ago
2
2

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  • Aleksey Tikhonov
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