Paper Citation Record · LEDGER

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages

As of 6 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2512.01512.

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

pith.paper-citation-record.v1
2512.01512 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-17T03:15:04.685150Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

30 of 30 outbound references displayed

verified exact14
verified fuzzy14
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 02eb6966-55f9-472a-8bc2-9ff2510c7883 · outbound

This paper cites Making llms better many-to-many speech-to-text translators with curriculum learning.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Making llms better many-to-many speech-to-text translators with curriculum learning

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.426639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6cda7760-b188-459e-9242-a1c5c698cefb · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages wav2vec 2.0: A framework for self-supervised learning of speech representations

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.442974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 93de562e-c2b2-42c6-be9b-4d12469955ff · outbound

This paper cites Breaking the Data Barrier: Towards Robust Speech Translation via Adversarial Stability Training.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Breaking the Data Barrier: Towards Robust Speech Translation via Adversarial Stability Training

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:18:57.172604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5a4f7985-4e58-499b-94de-6d9b360f85cf · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-05-17T03:18:57.209538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 97bc6fba-0bc9-49d2-af27-ba0ed00d97e4 · outbound

This paper cites Speech translation and the end-to-end promise: Taking stock of where we are.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Speech translation and the end-to-end promise: Taking stock of where we are

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.445463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 35d34721-1096-4ca2-9fac-63a653d4ea36 · outbound

This paper cites SpeechGPT: Empowering Large Language Models with Intrinsic Cross-Modal Conversational Abilities.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages SpeechGPT: Empowering Large Language Models with Intrinsic Cross-Modal Conversational Abilities

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:18:57.162741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9a057347-1178-4337-a83c-b1bdb57358cd · outbound

This paper cites Qwen2-Audio Technical Report.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Qwen2-Audio Technical Report

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-05-17T03:18:57.179508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 414cddce-ec70-470b-a04a-7cad7466bf41 · outbound

This paper cites CoVoST 2 and Massively Multilingual Speech-to-Text Translation.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages CoVoST 2 and Massively Multilingual Speech-to-Text Translation

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:18:57.176372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c1f81a7a-d0c1-4cdd-b04a-c033aca281d1 · outbound

This paper cites Visual instruction tuning.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Visual instruction tuning

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.410579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation efc59e1e-696b-424b-9e9b-798b61ff751e · outbound

This paper cites Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.440432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation de6847ad-3c01-4237-aed6-52f5a23364f3 · outbound

This paper cites FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:18:57.198237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b3c62e40-cfb2-4584-9cb4-a9b1f8dca8c1 · outbound

This paper cites Robust speech recognition via large-scale weak super- vision.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Robust speech recognition via large-scale weak super- vision

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.413266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2f57c748-6dc0-4169-8d8d-e01cf7fd0732 · outbound

This paper cites Scaling neural machine translation to 200 languages.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Scaling neural machine translation to 200 languages

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.423866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c3007809-8ac5-4f77-84f5-b8b4cb8834f9 · outbound

This paper cites Improving Cross-Lingual Transfer Learning for End-to-End Speech Recognition with Speech Translation.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Improving Cross-Lingual Transfer Learning for End-to-End Speech Recognition with Speech Translation

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:18:57.205761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a4f8f7d9-1ca8-417a-96db-6caead053c7f · outbound

This paper cites Joint speech and text machine translation for up to 100 languages.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Joint speech and text machine translation for up to 100 languages

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.429530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 780f36a5-251a-44c5-8e92-baac27af8a8b · outbound

This paper cites Perception, reason, think, and plan: A survey on large multimodal reasoning models.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Perception, reason, think, and plan: A survey on large multimodal reasoning models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.432252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 39c63e5d-f237-4a6c-944f-a3c58f34bd77 · outbound

This paper cites SALMONN: Towards Generic Hearing Abilities for Large Language Models.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages SALMONN: Towards Generic Hearing Abilities for Large Language Models

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-18T02:29:46.683133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0f6ce27a-0879-40da-ba58-40b297daf860 · outbound

This paper cites Voxtral.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Voxtral

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:18:57.194337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8926774b-5ddd-4373-b095-b3f9c88e42a4 · outbound

This paper cites Qwen3-Omni Technical Report.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Qwen3-Omni Technical Report

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-05-17T03:18:57.201620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 94d04a59-3e00-4cdc-9492-4568178728ae · outbound

This paper cites Common voice: A massively-multilingual speech corpus.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Common voice: A massively-multilingual speech corpus

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.435162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d02f400c-2141-4d26-bb59-917b93620d99 · outbound

This paper cites Multilingual Machine Translation with Open Large Language Models at Practical Scale: An Empirical Study.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Multilingual Machine Translation with Open Large Language Models at Practical Scale: An Empirical Study

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:18:57.190010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7c79003e-7e08-4af5-b83a-67d9425b7bc7 · outbound

This paper cites Gemma 3 Technical Report.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Gemma 3 Technical Report

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-05-17T03:18:57.165618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 07f4b177-e71c-4ef1-9645-21e064b817b6 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages LoRA: Low-Rank Adaptation of Large Language Models

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-05-17T03:18:57.186084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5a506825-730e-487b-b13a-eb35d96fe3de · outbound

This paper cites SeamlessM4T: Massively Multilingual & Multimodal Machine Translation.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages SeamlessM4T: Massively Multilingual & Multimodal Machine Translation

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T03:18:57.169157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eb6292ec-d735-4e69-a737-51a20e6cc309 · outbound

This paper cites Comet-22: Unbabel-ist 2022 submission for the metrics shared task.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Comet-22: Unbabel-ist 2022 submission for the metrics shared task

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.421049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8090c14a-e813-413b-8ecc-60165eae2725 · outbound

This paper cites A call for clarity in reporting BLEU scores.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages A call for clarity in reporting BLEU scores

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.415778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 050cfcaa-e2b2-491b-b3d9-06f16413ead4 · outbound

This paper cites Llamax: Scaling linguistic horizons of llm by enhancing translation capabilities beyond 100 lan- guages.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Llamax: Scaling linguistic horizons of llm by enhancing translation capabilities beyond 100 lan- guages

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.448422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a07dcb4a-4512-46d8-bcc0-f6ee6707d48e · outbound

This paper cites Qwen2.5-Omni Technical Report.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Qwen2.5-Omni Technical Report

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-17T03:18:57.182742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 041cebb7-80a8-44f8-a480-19ace663c866 · outbound

This paper cites Efficient memory management for large language model serving with pagedattention.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Efficient memory management for large language model serving with pagedattention

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T03:23:58.418482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7fbb6436-ed49-4e9d-aad4-8ae41a139a08 · outbound

This paper cites an unresolved cited work.

MCAT: Scaling Many-to-Many Speech-to-Text Translation with MLLMs to 70 Languages Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-05-17T03:23:58.437877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.