Paper Citation Record · LEDGER

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting

As of 23 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2502.05729.

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

pith.paper-citation-record.v1
2502.05729 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T18:16:27.354638Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

13 of 13 outbound references displayed

verified exact0
verified fuzzy9
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc26e618-bf71-446e-9ffd-e560edba60fa · outbound

This paper cites The STT system used here is an enhanced version of the model proposed in (Nandi et al., 2023).

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting The STT system used here is an enhanced version of the model proposed in (Nandi et al., 2023)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:16:27.468026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b017d27b-0de6-4fb2-869e-4584f9d1bd8b · outbound

This paper cites This step is crucial for improving grammatical accuracy and ensuring that the text is clear and coherent, aiding in further processing.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting This step is crucial for improving grammatical accuracy and ensuring that the text is clear and coherent, aiding in further processing

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:16:27.460060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 865edd16-6846-4bf5-b5dc-5f74ca8c3137 · outbound

This paper cites This ensures that each audio segment aligns with a complete sentence, maintaining the speaker’s prosody throughout.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting This ensures that each audio segment aligns with a complete sentence, maintaining the speaker’s prosody throughout

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:16:27.451726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 014c3138-c42a-4054-b7ec-b9c81cdde6cc · outbound

This paper cites This step ensures that the resulting audio is free of back- ground disturbances, which could degrade TTS performance.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting This step ensures that the resulting audio is free of back- ground disturbances, which could degrade TTS performance

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:16:27.444158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 519ce373-89a1-410c-b95e-4b13f6bbdb05 · outbound

This paper cites This ensures high-quality audio, crucial for producing natural-sounding TTS outputs.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting This ensures high-quality audio, crucial for producing natural-sounding TTS outputs

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:16:27.435865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a33b2b7e-e146-4a7f-a9ee-682bf05d45e5 · outbound

This paper cites Let ˆytext represent the predicted logits and ytext the ground truth target labels.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting Let ˆytext represent the predicted logits and ytext the ground truth target labels

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:16:27.427931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b09557dd-4773-4eb9-964a-ea79b7a4ccc8 · outbound

This paper cites an unresolved cited work.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:16:27.418468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0ee664a7-f7ad-4e23-8b9f-c199b719f73c · outbound

This paper cites an unresolved cited work.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:16:27.401479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0f868ba3-1697-414d-aeba-21178b65b678 · outbound

This paper cites This loss is formulated as: LMel(G) =E(x,s) [∥ϕ(x) − ϕ(G(s))∥1] (6) where ϕ represents the transformation function that maps a waveform to its corresponding mel- spectrogram.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting This loss is formulated as: LMel(G) =E(x,s) [∥ϕ(x) − ϕ(G(s))∥1] (6) where ϕ represents the transformation function that maps a waveform to its corresponding mel- spectrogram

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:16:27.393287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d167d165-cd6c-40ea-b095-f891f32a0116 · outbound

This paper cites bn-IN-Wavenet-C.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting bn-IN-Wavenet-C

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:16:27.384265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f472becc-92bc-43e7-9bb3-5b9140076a5c · outbound

This paper cites an unresolved cited work.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting Unresolved cited work

Reference 410

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:16:27.476320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 41d4b3cb-543f-45b5-9a52-0ec32bab32e2 · outbound

This paper cites ECAPA2: A Hybrid Neural Network Architecture and Training Strategy for Robust Speaker Embeddings.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting ECAPA2: A Hybrid Neural Network Architecture and Training Strategy for Robust Speaker Embeddings

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-08T18:16:27.315411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 909566b2-d226-44ad-8d8f-f0bbd22a8418 · outbound

This paper cites For the sake of clarity, we will refer to these discriminators as a single entity.

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting For the sake of clarity, we will refer to these discriminators as a single entity

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:16:27.409314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

No inbound Pith citation observations are available.