Chapter 3: End-to-End Models

Speech Recognition — WIA-AI-ASR-001

CTC per Alex Graves + Santiago Fernandez + Faustino Gomez + Juergen Schmidhuber 2006, RNN-Transducer per Alex Graves 2012, Listen-Attend-Spell per William Chan + Navdeep Jaitly + Quoc Le + Oriol Vinyals 2015, Conformer per Anmol Gulati + James Qin + Chung-Cheng Chiu + Niki Parmar + Yu Zhang + Jiahui Yu + Wei Han + Shibo Wang + Zhengdong Zhang + Yonghui Wu + Ruoming Pang 2020.

This chapter elaborates on the End-to-End Models portion of Speech Recognition (WIA-AI-ASR-001). The speech recognition canonical envelope shape, API surface, and protocol exchanges are designed to interoperate across implementations published under the WIA Standards family. Each Phase file in `spec/` documents one architectural layer (envelopes, REST surface, federation, ecosystem) and the present chapter focuses on the end-to-end models subset of that layering.

Implementations of end-to-end models need to reconcile the per-standard expectations of ISO/IEC 22989:2022 (AI concepts), ISO/IEC 23053:2022 (AI ML framework), W3C Voice Browser Working Group SRGS 1.0, W3C Speech Recognition API draft, ITU-T P.863 POLQA. The Phase 1 envelope class for Speech Recognition carries the per-host identifier and per-tenant identifier so that audit records can be reconstructed across hosts that federate through the Phase 3 protocol layer.

Operators stepping into end-to-end models typically follow this trajectory: stand up the reference simulator at `simulator/index.html`, walk the canonical envelope per the CLI helper at `cli/speech-recognition.sh envelope`, then exercise the Phase 2 endpoints with curl/Postman against a host running the reference container at `wia/speech-recognition-host:1.0.0`. Once those steps complete, integrators wire the real backend one endpoint at a time per the Phase 1 §A.* envelope catalogue and the Phase 2 §B.* endpoint catalogue.

A common operational concern in the end-to-end models space is observability. Every Phase 1 envelope SHOULD emit a structured log line at the host's audit transport with: timestamp per RFC 3339, host identifier, tenant identifier, envelope class, envelope identifier, operation outcome, and a W3C Trace Context `traceparent` propagated end-to-end. Phase 2 surfaces this trace identifier as the `X-WIA-Trace-Id` response header. Phase 3 protocol exchanges propagate the trace identifier inside the exchange envelope so that a federation crossing remains correlatable end-to-end.

The end-to-end models portion of the standard composes with: WIA-OMNI-API for credential storage, WIA-AIR-SHIELD for runtime trust list, WIA-INTENT for workload intent declaration, and WIA Secure Enclave for sealed-data envelopes where personal data is processed. The composition lets one host running multiple WIA family standards reuse one identity, one signing-key chain, and one audit transport rather than maintaining N parallel per-standard implementations.

Normative references touched in this chapter

Implementation worksheet

  1. Read the corresponding Phase file in spec/ (Phase 1 for envelopes, Phase 2 for API, Phase 3 for protocol, Phase 4 for ecosystem).
  2. Walk the CLI helper: ./cli/speech-recognition.sh envelope emits a sample Phase 1 envelope.
  3. Exercise the simulator at simulator/index.html.
  4. Cross-reference the standards listed above to align with the operator's per-jurisdiction obligations.
  5. Wire the conformance suite at https://github.com/WIA-Official/wia-speech-recognition-conformance.

Cross-standard composition recap

This chapter, like every other Phase 1-4 chapter in the Speech Recognition eBook, composes with the wider WIA Standards family. Implementations that adopt the canonical envelope reuse the cross-standard audit transport (W3C Trace Context plus OpenTelemetry semantic conventions), the cross-standard identity (WIA-OMNI-API), and the cross-standard runtime trust list (WIA-AIR-SHIELD) without per-standard re-implementation. The federation handshake described in Phase 3 §3 follows the same challenge-response pattern as the rest of the WIA Standards family so that one operator can federate across multiple standards using one signing-key chain and one audit transport.