| { |
| "schema_version": 1, |
| "title": "Apple SpeechAnalyzer vs whisper.cpp on Mac", |
| "canonical_url": "https://iravoice.com/research/apple-speechanalyzer-vs-whisper-cpp-mac", |
| "published_at": "2026-07-26", |
| "license": "CC BY 4.0", |
| "source_repository": "https://github.com/mvplab-ai/mac-asr-benchmark", |
| "source_release": "https://github.com/mvplab-ai/mac-asr-benchmark/releases/tag/v1.0.0", |
| "dataset_mirror": "https://huggingface.co/datasets/researchaudio/apple-speechanalyzer-vs-whisper-cpp-mac", |
| "source_commit": "81ecbb9582d0990827c76be0e685124d2be651c8", |
| "source_visibility": "private", |
| "manifest_sha256": "171639597cda2a98311fab77b169aa7086e95321f402b50c1f93b597dbd7fc36", |
| "dataset": { |
| "archive_md5": "32fa31d27d2e1cad72775fee3f4849a9", |
| "license": "CC BY 4.0", |
| "name": "LibriSpeech ASR corpus", |
| "selection": "One clip from each of the 40 test-clean speakers. For each speaker, choose the first clip in lexicographic transcript order with 8-20 reference words and 4-10 seconds of audio. The source split contains 20 female and 20 male speakers.", |
| "source_url": "https://www.openslr.org/12", |
| "split": "test-clean" |
| }, |
| "environment": { |
| "hardware_model": "Mac17,7", |
| "operating_system": "Version 26.5 (Build 25F71)", |
| "physical_memory_bytes": 137438953472, |
| "processor": "Apple M5 Max" |
| }, |
| "protocol": { |
| "engines": "The benchmark invokes IraVoice's production Apple SpeechAnalyzer and whisper.cpp server adapters.", |
| "pacing": "The same 16 kHz mono audio is fed in 100 ms chunks at real-time pace.", |
| "accuracy": "WER and CER are micro-averaged after case, punctuation, Unicode-width, and diacritic normalization. Digits are not rewritten as words.", |
| "latency": "Post-speech latency starts after the final audio chunk is appended and ends when the complete raw transcript returns. Formatting and insertion are excluded.", |
| "warmup": "The first clip is run once as an unreported warmup before all 40 clips are measured.", |
| "repetitions": "Two complete final-commit runs were recorded per engine on the same machine and OS." |
| }, |
| "direct_answer": "On this 40-speaker LibriSpeech test-clean snapshot, Apple SpeechAnalyzer produced 1.98% WER and whisper.cpp small.en produced 4.28% WER. Repeated post-speech latency overlapped: Apple median 125-132 ms and p95 194-201 ms; whisper.cpp median 122-125 ms and p95 152-161 ms.", |
| "limitations": [ |
| "This is clean read audiobook speech, not spontaneous desktop dictation.", |
| "The 40 clips are a deterministic speaker-balanced snapshot, not the complete LibriSpeech test-clean split.", |
| "The results cover one Apple M5 Max running macOS 26.5 and one whisper.cpp model.", |
| "The results do not establish noisy-speech, accented-speech, multilingual, accessibility, or population-wide performance.", |
| "Apple SpeechAnalyzer is streaming while this whisper.cpp server path is batch; only the disclosed post-speech interval is compared.", |
| "IraVoice publishes the study and ships the Apple engine. The production application source remains proprietary; the public repository contains the complete artifacts, manifest, checksums, and scoring verifier rather than the runner source." |
| ], |
| "engine_summaries": [ |
| { |
| "engine_id": "apple", |
| "engine_name": "Apple SpeechAnalyzer", |
| "model_label": "macOS SpeechAnalyzer progressiveTranscription", |
| "streaming": true, |
| "run_count": 2, |
| "successful_clips_per_run": 40, |
| "word_error_rate_percent": 1.98, |
| "character_error_rate_percent": 1.02, |
| "post_speech_latency_median_ms_range": [ |
| 125, |
| 132 |
| ], |
| "post_speech_latency_p95_ms_range": [ |
| 194, |
| 201 |
| ] |
| }, |
| { |
| "engine_id": "whisper", |
| "engine_name": "whisper.cpp server", |
| "model_label": "whisper.cpp 1.8.4 · ggml-small.en", |
| "streaming": false, |
| "run_count": 2, |
| "successful_clips_per_run": 40, |
| "word_error_rate_percent": 4.28, |
| "character_error_rate_percent": 1.79, |
| "post_speech_latency_median_ms_range": [ |
| 122, |
| 125 |
| ], |
| "post_speech_latency_p95_ms_range": [ |
| 152, |
| 161 |
| ] |
| } |
| ], |
| "runs": [ |
| { |
| "run_id": "apple-r1", |
| "chunk_milliseconds": 100, |
| "clips": [ |
| { |
| "audio_duration_ms": 4905, |
| "begin_ms": 39, |
| "category": "clean-read-speech", |
| "feed_ms": 5163, |
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| "id": "61-70968-0000", |
| "post_speech_ms": 127, |
| "reference": "HE BEGAN A CONFUSED COMPLAINT AGAINST THE WIZARD WHO HAD VANISHED BEHIND THE CURTAIN ON THE LEFT", |
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| "character_error_rate": 0, |
| "hypothesis_characters": 80, |
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| "normalized_hypothesis": "he began a confused complaint against the wizard who had vanished behind the curtain on the left", |
| "normalized_reference": "he began a confused complaint against the wizard who had vanished behind the curtain on the left", |
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| "category": "clean-read-speech", |
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| "hypothesis": "Also, a popular contrivance whereby love making may be suspended, but not stopped during the picnic season.", |
| "id": "121-121726-0000", |
| "post_speech_ms": 154, |
| "reference": "ALSO A POPULAR CONTRIVANCE WHEREBY LOVE MAKING MAY BE SUSPENDED BUT NOT STOPPED DURING THE PICNIC SEASON", |
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| "category": "clean-read-speech", |
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| "hypothesis": "Oh, she's always at the piano said van. She must be there now somewhere and then somebody laughed.", |
| "id": "237-126133-0005", |
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| "reference": "OH SHE'S ALWAYS AT THE PIANO SAID VAN SHE MUST BE THERE NOW SOMEWHERE AND THEN SOMEBODY LAUGHED", |
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| "hypothesis": "Saturday, August 15th. The sea unbroken all round. No land in sight.", |
| "id": "260-123286-0000", |
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| "reference": "SATURDAY AUGUST FIFTEENTH THE SEA UNBROKEN ALL ROUND NO LAND IN SIGHT", |
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| "reference": "OUT IN THE WOODS STOOD A NICE LITTLE FIR TREE", |
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| "hypothesis": "On arriving at home at my own residence, I found that our salon was filled with a brilliant company.", |
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| "reference": "ON ARRIVING AT HOME AT MY OWN RESIDENCE I FOUND THAT OUR SALON WAS FILLED WITH A BRILLIANT COMPANY", |
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| "normalized_hypothesis": "on arriving at home at my own residence i found that our salon was filled with a brilliant company", |
| "normalized_reference": "on arriving at home at my own residence i found that our salon was filled with a brilliant company", |
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| "sex": "M", |
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| "category": "clean-read-speech", |
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| "hypothesis": "This was what did the mischief so far as the running away was concerned.", |
| "id": "8463-287645-0000", |
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| "reference": "THIS WAS WHAT DID THE MISCHIEF SO FAR AS THE RUNNING AWAY WAS CONCERNED", |
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| "normalized_hypothesis": "this was what did the mischief so far as the running away was concerned", |
| "normalized_reference": "this was what did the mischief so far as the running away was concerned", |
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| "sex": "F", |
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| "hypothesis": "But Captain Bill made no such attempt, knowing it would be useless.", |
| "id": "8555-284447-0003", |
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| "reference": "BUT CAP'N BILL MADE NO SUCH ATTEMPT KNOWING IT WOULD BE USELESS", |
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| "normalized_hypothesis": "but captain bill made no such attempt knowing it would be useless", |
| "normalized_reference": "but cap'n bill made no such attempt knowing it would be useless", |
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| ], |
| "dataset": { |
| "archive_md5": "32fa31d27d2e1cad72775fee3f4849a9", |
| "license": "CC BY 4.0", |
| "name": "LibriSpeech ASR corpus", |
| "selection": "One clip from each of the 40 test-clean speakers. For each speaker, choose the first clip in lexicographic transcript order with 8-20 reference words and 4-10 seconds of audio. The source split contains 20 female and 20 male speakers.", |
| "source_url": "https://www.openslr.org/12", |
| "split": "test-clean" |
| }, |
| "engine": { |
| "endpoint": "http://127.0.0.1:8080", |
| "id": "whisper", |
| "is_streaming": false, |
| "locale": "en-US", |
| "model_label": "whisper.cpp 1.8.4 · ggml-small.en", |
| "name": "whisper.cpp server" |
| }, |
| "environment": { |
| "hardware_model": "Mac17,7", |
| "operating_system": "Version 26.5 (Build 25F71)", |
| "physical_memory_bytes": 137438953472, |
| "processor": "Apple M5 Max" |
| }, |
| "generated_at": "2026-07-27T02:33:25Z", |
| "manifest_sha256": "171639597cda2a98311fab77b169aa7086e95321f402b50c1f93b597dbd7fc36", |
| "normalization": "Unicode width and diacritic folding; lowercase; letters, digits, and intra-word apostrophes retained; punctuation and whitespace collapsed; digits are not rewritten; WER is micro-averaged.", |
| "paced_in_real_time": true, |
| "schema_version": 1, |
| "source_commit": "81ecbb9582d0990827c76be0e685124d2be651c8", |
| "summary": { |
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| "maximum_ms": 164, |
| "mean_ms": 124.025, |
| "median_ms": 122, |
| "minimum_ms": 90, |
| "p95_ms": 152 |
| }, |
| "requested_clips": 40, |
| "successful_clips": 40, |
| "total_audio_ms": 247025 |
| }, |
| "warmup_clip_id": "61-70968-0000" |
| } |
| ] |
| } |
|
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