Paper Citation Record · LEDGER

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling

As of 21 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 2 inbound Pith citation observations for arXiv:2505.12587.

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

pith.paper-citation-record.v1
2505.12587 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:35:49.934814Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T09:28:12.637444Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T09:31:11.779964Z

Reference resolution

24 of 24 outbound references displayed

verified exact7
verified fuzzy1
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7a1c5675-2b2f-49a5-89c4-d4b62adcf678 · outbound

This paper cites CONFLATOR: Incorporating Switching Point based Rotatory Positional Encodings for Code-Mixed Language Modeling.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling CONFLATOR: Incorporating Switching Point based Rotatory Positional Encodings for Code-Mixed Language Modeling

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:35:50.211135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ed789efb-8709-4b41-a579-b56f0ee9b957 · outbound

This paper cites PESTO: Switching Point based Dynamic and Relative Positional Encoding for Code-Mixed Languages.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling PESTO: Switching Point based Dynamic and Relative Positional Encoding for Code-Mixed Languages

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:35:50.194543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 73b5180b-67a0-4772-a5b3-66e5190605da · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Gemini: A Family of Highly Capable Multimodal Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.848757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea1f4da5-551a-48a2-9771-d128eaec16a7 · outbound

This paper cites o rn Gamb \.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling o rn Gamb \

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:35:50.278807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8118c4a9-f794-43ce-bd89-d21fd01cdc42 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.860235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 472b292e-76c1-4645-ac27-a6a58badd1dc · outbound

This paper cites Towards Leaving No Indic Language Behind: Building Monolingual Corpora, Benchmark and Models for Indic Languages.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Towards Leaving No Indic Language Behind: Building Monolingual Corpora, Benchmark and Models for Indic Languages

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.864029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff26ef41-09df-46c4-b824-cf352252572c · outbound

This paper cites CroissantLLM: A Truly Bilingual French-English Language Model.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling CroissantLLM: A Truly Bilingual French-English Language Model

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.868732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcd5fdb8-1bad-4ea4-8b4e-03e0472c3f67 · outbound

This paper cites On Importance of Code-Mixed Embeddings for Hate Speech Identification.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling On Importance of Code-Mixed Embeddings for Hate Speech Identification

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:35:50.138821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 778129c3-6091-4e0c-95e1-0853d42a7eda · outbound

This paper cites MuRIL: Multilingual Representations for Indian Languages.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling MuRIL: Multilingual Representations for Indian Languages

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.876697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 170b1f29-a61d-4c95-a0e2-00e19371473b · outbound

This paper cites Cross-lingual Language Model Pretraining.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Cross-lingual Language Model Pretraining

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.880604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11164f9c-f7d9-4004-b0c7-cb861203feb7 · outbound

This paper cites Language Agnostic Code-Mixing Data Augmentation by Predicting Linguistic Patterns.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Language Agnostic Code-Mixing Data Augmentation by Predicting Linguistic Patterns

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:35:50.103573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation daeb4b4c-6a76-4bb7-a1bd-d0b947345ace · outbound

This paper cites Overview of the HASOC Subtrack at FIRE 2021: Hate Speech and Offensive Content Identification in English and Indo-Aryan Languages.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Overview of the HASOC Subtrack at FIRE 2021: Hate Speech and Offensive Content Identification in English and Indo-Aryan Languages

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.888364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7b01be4-199a-4f33-8b18-cdecb2796f6e · outbound

This paper cites Revealing the impact of synthetic native samples and multi-tasking strategies in Hindi-English code-mixed humour and sarcasm detection.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Revealing the impact of synthetic native samples and multi-tasking strategies in Hindi-English code-mixed humour and sarcasm detection

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:35:50.077478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7d26c38f-eed9-460a-ab98-065a11bd73e7 · outbound

This paper cites an unresolved cited work.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:50.267929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 72abdad4-03e7-43dc-83b4-ad31c44d7c5c · outbound

This paper cites an unresolved cited work.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.899453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b4024f9-625b-4a99-bac2-694ee31a9259 · outbound

This paper cites an unresolved cited work.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:50.256535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation adb38940-28d5-4c1c-8379-b75e4627e404 · outbound

This paper cites Shad Akhtar.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Shad Akhtar

Reference 17

Resolution: verified exact; doi, observed 2026-08-15T20:35:49.978438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b74a5368-341b-45ba-a7f6-45023b303d3f · outbound

This paper cites an unresolved cited work.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:50.246234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 97ce283d-8f1a-4d04-9aac-0bcf2e25e043 · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.915062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf9c66f1-3131-458a-8767-f6503d8f5b3d · outbound

This paper cites an unresolved cited work.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:50.234821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 44b425b9-ae64-433b-970c-ed866ce6c0a2 · outbound

This paper cites an unresolved cited work.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Unresolved cited work

Reference 21

Resolution: verified exact; doi, observed 2026-08-15T20:35:49.966863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a70e76e3-5a76-41c7-9878-03f91914c021 · outbound

This paper cites Multilingual Large Language Models Are Not (Yet) Code-Switchers.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling Multilingual Large Language Models Are Not (Yet) Code-Switchers

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.926817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85fa5850-c658-4985-880e-009694223b4f · outbound

This paper cites URL: " 'urlintro :=.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling URL: " 'urlintro :=

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.930911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f362c270-fcda-4b89-af96-7fcc359fd69b · outbound

This paper cites write newline.

CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling write newline

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:49.934814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5325fe42-6e8f-4d95-bfc6-c490e8408005 · inbound

Beyond Monolingual Assumptions: A Survey of Code-Switched NLP in the Era of Large Language Models across Modalities cites this paper.

Beyond Monolingual Assumptions: A Survey of Code-Switched NLP in the Era of Large Language Models across Modalities CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-18T09:31:11.782645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 98d90d9b-19ec-4c96-8317-3f412034a564 · inbound

Code Mixologist : A Practitioner's Guide to Building Code-Mixed LLMs cites this paper.

Code Mixologist : A Practitioner's Guide to Building Code-Mixed LLMs CMLFormer: A Dual Decoder Transformer with Switching Point Learning for Code-Mixed Language Modeling

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T11:50:52.725799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.