Paper Citation Record · LEDGER

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages

As of 12 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2608.07727.

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

pith.paper-citation-record.v1
2608.07727 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:24:12.832773Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

22 of 22 outbound references displayed

verified exact1
verified fuzzy4
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4c60e494-e569-42d2-8171-a96875028a1b · outbound

This paper cites an unresolved cited work.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T00:24:13.181556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4af9c3cf-0498-4e38-a31e-7bf02fac06a6 · outbound

This paper cites MuRIL: Multilingual Representations for Indian Languages.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages MuRIL: Multilingual Representations for Indian Languages

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.717219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de2ccca9-4a3a-44aa-b9c2-c59d777fd8c5 · outbound

This paper cites an unresolved cited work.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.727700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ebb48c2-202c-4432-8d0a-7a6db1a9df82 · outbound

This paper cites an unresolved cited work.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.732492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e44a1bc-2b87-40ff-93bc-55095f711e4a · outbound

This paper cites Multilingual is not enough: BERT for Finnish.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages Multilingual is not enough: BERT for Finnish

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.747180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b67e714-ad81-4765-a4b2-49c14dabdb2d · outbound

This paper cites an unresolved cited work.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T00:24:13.148854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 96329a41-8c66-48c9-a822-9980523e78ea · outbound

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

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.760491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9fcb9d2-06b8-4d41-a54e-8deffdd19b22 · outbound

This paper cites Unsupervised Cross-lingual Representation Learning at Scale.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages Unsupervised Cross-lingual Representation Learning at Scale

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.764727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99bccb30-9cff-4639-b96e-b570fea93a35 · outbound

This paper cites m T 5: A Massively Multilingual Pre-trained Text-to-Text Transformer.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages m T 5: A Massively Multilingual Pre-trained Text-to-Text Transformer

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.768905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b310b58-6996-4642-92ec-73cf7a69c41b · outbound

This paper cites m GPT : Few-Shot Learners Go Multilingual.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages m GPT : Few-Shot Learners Go Multilingual

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.773447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f44e772b-b2bc-4b22-ae9f-85a09c527853 · outbound

This paper cites and Kumar, Pratyush.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages and Kumar, Pratyush

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.778757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6855c0ab-9b39-4427-a72b-c50d71ac6983 · outbound

This paper cites IndicTrans2: Towards High-Quality and Accessible Machine Translation Models for all 22 Scheduled Indian Languages.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages IndicTrans2: Towards High-Quality and Accessible Machine Translation Models for all 22 Scheduled Indian Languages

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.783421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 624dc7bb-2d6f-4d60-a0cd-55da50b0fea1 · outbound

This paper cites Thirty-seventh Conference on Neural Information Processing Systems , year=.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages Thirty-seventh Conference on Neural Information Processing Systems , year=

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:24:13.132024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4b50783f-bb6e-4a4e-a145-5b6e1f0ba5a8 · outbound

This paper cites How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language Models.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.792739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 040e4282-8042-4607-bfe7-528e7cb70e85 · outbound

This paper cites I ndic XNLI : Evaluating Multilingual Inference for I ndian Languages.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages I ndic XNLI : Evaluating Multilingual Inference for I ndian Languages

Reference 24

Resolution: verified exact; doi, observed 2026-08-11T00:24:12.960532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e6d53eb2-4651-4a73-8e0b-e54d8b07751c · outbound

This paper cites 2021 , eprint=.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages 2021 , eprint=

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:24:13.114761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fb507766-8f5a-4123-a3a8-3a9339303120 · outbound

This paper cites C amem BERT : a Tasty F rench Language Model.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages C amem BERT : a Tasty F rench Language Model

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.806594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a964a4d-5149-4186-8a10-1bc6fe9b43ef · outbound

This paper cites 2019 , eprint=.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages 2019 , eprint=

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:24:13.097927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5447404b-7e8f-4fa9-97fe-226e1c7dd9ab · outbound

This paper cites A ra BERT : Transformer-based Model for A rabic Language Understanding.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages A ra BERT : Transformer-based Model for A rabic Language Understanding

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.818412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39418a52-2e7c-4101-bda0-fb260b20bdb3 · outbound

This paper cites Wikimedia Downloads.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages Wikimedia Downloads

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.823175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6bf8006-d040-42ae-b9b7-397edc01ff62 · outbound

This paper cites Samanantar: The Largest Publicly Available Parallel Corpora Collection for 11 I ndic Languages.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages Samanantar: The Largest Publicly Available Parallel Corpora Collection for 11 I ndic Languages

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T00:24:12.827858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d46cea17-9a60-4e1a-b0aa-f9557d99c538 · outbound

This paper cites Journal of Machine Learning Research , year =.

Evaluating Dedicated Monolingual and Joint Multilingual Causal Models for Dravidian Languages Journal of Machine Learning Research , year =

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:24:13.034110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.