Pith. sign in

Paper Citation Record · LEDGER

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting

As of 15 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2507.21522.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.21522 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:44:34.824614Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

  • verified exact1
  • verified fuzzy10
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 54e793a7-4d8e-4583-9fc6-429da57d7891 · outbound

This paper cites Attention is all you need,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Attention is all you need,

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T12:44:33.028501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:44:33.028501Z digest=sha256:e05020ceb6721a9617ff62410ac26dab5ef3e5f4d2816e5275dcbfb4105c117b

Observation 0e7b3abf-a673-471d-ac6a-7ee961832dd7 · outbound

This paper cites Robust speech recognition via large-scale weak supervi- sion,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Robust speech recognition via large-scale weak supervi- sion,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T12:44:33.098769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:44:33.098769Z digest=sha256:8e49ef5da11552598435a1068c5e676ede5fdc3a88b7c2c9bb7fe58e44901706

Observation 3dedc524-5e08-444b-80ac-88bf8ce2412c · outbound

This paper cites Conformer: Convolution- augmented transformer for speech recognition,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Conformer: Convolution- augmented transformer for speech recognition,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:44:36.758096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:33.239177Z digest=sha256:7df0fae536ac3160b1e94f0d5630e46b1ee20efa7c9db884e5045187e7de0149

Observation 11e64b2d-7f05-41e4-9632-4b685d527ce7 · outbound

This paper cites SpeechT5: Unified- Modal Encoder-Decoder Pre-Training for Spoken Language Processing,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting SpeechT5: Unified- Modal Encoder-Decoder Pre-Training for Spoken Language Processing,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:44:36.519707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:33.327206Z digest=sha256:a7b7af72baa78f940b858c52e52f0c170363780ec7ea48612e2eefd45f51febc

Observation 0a0c969a-cff6-4c75-9532-608162de5861 · outbound

This paper cites FlashAttention: Fast and memory-efficient exact attention with IO-awareness,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting FlashAttention: Fast and memory-efficient exact attention with IO-awareness,

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T12:44:33.438722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:44:33.438722Z digest=sha256:a46e4451006acc2e2cda9f68d39931353b925f1fd1d3824c3c8b58d2c9a902aa

Observation fce41568-66de-4c87-b211-f21ed5ad7617 · outbound

This paper cites FlashAttention-2: Faster attention with better parallelism and work partitioning,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting FlashAttention-2: Faster attention with better parallelism and work partitioning,

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T12:44:33.541087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:44:33.541087Z digest=sha256:2de272b9808856ad5a317dbc189d3be565721538554821127fb901bdf62bf4ac

Observation 9b92b1f9-be65-4a19-a6cf-5d5aa335b6e0 · outbound

This paper cites Folding Attention: Memory and Power Optimization for On-Device Transformer-based Streaming Speech Recognition,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Folding Attention: Memory and Power Optimization for On-Device Transformer-based Streaming Speech Recognition,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:44:36.287335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:33.676488Z digest=sha256:be098c7928ebd312c47cf39204cebc366258c3115921033171a85d5c2fb5323f

Observation c1c56ff0-c329-455a-b6ea-f9caeae40475 · outbound

This paper cites Gpt3. int8 (): 8-bit matrix multiplication for transformers at scale,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Gpt3. int8 (): 8-bit matrix multiplication for transformers at scale,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T12:44:33.780257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:44:33.780257Z digest=sha256:6a8ef3437bc82ae5346f9e8af60084e0425a6ac19bbee8c5821ee6ba3790a732

Observation 79cfb13c-7ee0-431a-9e70-8dceb5c41eff · outbound

This paper cites 2-bit Conformer quantization for automatic speech recognition,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting 2-bit Conformer quantization for automatic speech recognition,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:44:36.172186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:33.895652Z digest=sha256:f6b36c8d9210b0c8eef9bab482d2b75c33ea55de543d974b829bd2c6450b11fb

Observation a1b83c66-45b0-4bd1-8382-93dc5745b594 · outbound

This paper cites Minilm: Deep self-attention distillation for task-agnostic compression of pre- trained transformers,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Minilm: Deep self-attention distillation for task-agnostic compression of pre- trained transformers,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:44:35.929416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:34.008131Z digest=sha256:53ff59500d3e9e27c38939ee63eec3ee272e9612c1697087eeb50edc2aecbd60

Observation 465b1b9b-1c45-42d9-91c8-9403698a73ec · outbound

This paper cites Tinybert: Distilling bert for natural language understanding,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Tinybert: Distilling bert for natural language understanding,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:44:35.801893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:34.105804Z digest=sha256:2000f095b860784557428ed098e854ced341ada764f41e2dabe6cd1cced44e0a

Observation 9cfd9786-7ca4-4965-a10b-18e830cf9ca2 · outbound

This paper cites Fast Inference from Transformers via Speculative Decoding,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Fast Inference from Transformers via Speculative Decoding,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:44:35.661928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:34.322466Z digest=sha256:140eadd0f2935ae7baebb218ed1c12838a188b15eb4b7e74a87d464a7ca1e5c3

Observation 1e3a4f27-ee43-49c0-87a5-020722a4222f · outbound

This paper cites Accelerating Large Language Model Decoding with Speculative Sampling.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Accelerating Large Language Model Decoding with Speculative Sampling

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T12:44:34.420556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:44:34.420556Z digest=sha256:9a87e83fa0db4c2c6cd1ba3cb9ae4840d9ee4d876e1ade2ed9437bf1110f7b6a

Observation be8edae4-1431-4d57-b08b-6b3345f8b126 · outbound

This paper cites Online speculative decoding,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Online speculative decoding,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:44:35.488970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:34.493559Z digest=sha256:36f4cbed65485b89f8a9e5cbbbd4c56a51000346cc58a9131d28690616eed853

Observation ca65ec6e-5967-49ef-9443-132a760c4171 · outbound

This paper cites Distil-Whisper: Robust Knowledge Distillation via Large-Scale Pseudo Labelling.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Distil-Whisper: Robust Knowledge Distillation via Large-Scale Pseudo Labelling

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T12:44:34.546489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:44:34.546489Z digest=sha256:b9ac9500c676efc811ee3bd8285c6145d918866932b75c3e38d3cd1db5b224bc

Observation 1bb252c0-6d48-41d5-8680-2c24c79a0a56 · outbound

This paper cites Whisper in Medusa's Ear: Multi-head Efficient Decoding for Transformer-based ASR.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Whisper in Medusa's Ear: Multi-head Efficient Decoding for Transformer-based ASR

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-06T12:44:35.006485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:34.586969Z digest=sha256:19bab9fa155c3697702024f83386c9324b20fb696f3a619ab06666212da448bd

Observation e50f627c-7e78-4b7d-822a-f923c2be2a64 · outbound

This paper cites LibriSpeech: an ASR corpus based on public domain audio books,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting LibriSpeech: an ASR corpus based on public domain audio books,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:44:35.348649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:34.671614Z digest=sha256:841b98127e247ec608307af44185a1ec23b06886c4b7391a8e268caace1f1090

Observation ba11a0b8-0a88-4e8d-a64f-255cd0c83e41 · outbound

This paper cites V oxPopuli: A large-scale multilingual speech corpus for representation learning, semi-supervised learning and interpretation,.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting V oxPopuli: A large-scale multilingual speech corpus for representation learning, semi-supervised learning and interpretation,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:44:35.175043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T12:44:34.745221Z digest=sha256:a28cb1079df3e2e570cc2252f29116102d7536ded2ebcc08f226b50e45b18d03

Observation 547a97c5-538e-4bb0-ae84-a4c4fbe08ee8 · outbound

This paper cites CI-AVSR: A Cantonese Audio-Visual Speech Dataset for In-car Command Recognition.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting CI-AVSR: A Cantonese Audio-Visual Speech Dataset for In-car Command Recognition

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T12:44:34.824614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:44:34.824614Z digest=sha256:efc941cc510e52ab3ef92b18ec231b5170b98ccc51ed4e18cea4f45b215fc029

Observation fbb362dd-2ef1-43f6-a897-abdd1f036633 · outbound

This paper cites an unresolved cited work.

Model-free Speculative Decoding for Transformer-based ASR with Token Map Drafting Unresolved cited work

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-06T12:44:34.222652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:44:34.222652Z digest=sha256:23ca61d5afbb42d412120a9b147b9b60c831df2da49308e0794c6be7c8a7fc08

Pith citing papers

No inbound Pith citation observations are available.