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Paper Citation Record · LEDGER

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models

As of 7 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2506.06335.

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

pith.paper-citation-record.v1
2506.06335 v2

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:05:39.699448Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

50 of 50 outbound references displayed

  • verified exact3
  • verified fuzzy5
  • unresolved40
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8199c9a3-c484-4d1b-9f1e-a53dad5ae548 · outbound

This paper cites Top2Vec: Distributed Representations of Topics.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Top2Vec: Distributed Representations of Topics

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:36.443460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:36.443460Z digest=sha256:0d7ec91e64608fec2c082107d92cfbfaafbc421d3a8359712dcd059061a27d67

Observation b131fe46-5c77-4080-a0af-c88f308bf6fc · outbound

This paper cites FinBERT: Financial Sentiment Analysis with Pre-trained Language Models.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models FinBERT: Financial Sentiment Analysis with Pre-trained Language Models

Reference 2

Resolution
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no resolver link, observed 2026-08-07T12:05:36.502891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:36.502891Z digest=sha256:d1b10b164c1757dea0a1837cca1899e8e1a33389090ec67da29ca94732ebadb8

Observation 3fed8c12-2f2c-4ae3-8393-c53f09f5b039 · outbound

This paper cites FinTral: A Family of GPT-4 Level Multimodal Financial Large Language Models.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models FinTral: A Family of GPT-4 Level Multimodal Financial Large Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:36.627779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:36.627779Z digest=sha256:41861735ea316a9019a254a7852c3bbf3ae4cf060102b7dab3747566ca168dc9

Observation 97d67b42-7882-41f1-898e-48cb237864e2 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models On the Opportunities and Risks of Foundation Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:36.770193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:36.770193Z digest=sha256:15dda731ba8a94a659ec5717b8c7ddbbcd1903e10d23e2db3b0346769e85bcdd

Observation 75fe75a7-d244-48aa-9de1-eb15c2cbc341 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:42.902149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:36.876113Z digest=sha256:5f7603cde111ce362347c86c11d8605f1ad2651360a9ee82b414bae008e04c05

Observation 8cc44497-7196-4fc8-a43a-15e60773a6d0 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:42.682283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:37.080014Z digest=sha256:92f3f69d71a428b8bba301d1c6203e7afa2bd627221a102bb808d52506946522

Observation cb5cb93f-0adb-4c68-9bcf-101bf8a9b563 · outbound

This paper cites 2019.FinBERT: Pre-Trained Model on SEC Filings for Financial Natural Language Tasks.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models 2019.FinBERT: Pre-Trained Model on SEC Filings for Financial Natural Language Tasks

Reference 7

Resolution
verified exact
raw_fallback, observed 2026-08-07T12:05:40.433310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:37.209383Z digest=sha256:e8d8c02070f7f1657cde7d28e3f7563dc498388801c35068fb8f15d426eb4d93

Observation 6a9b4cfd-a369-43f6-a168-37d30b6bb1f5 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 8

Resolution
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no resolver link, observed 2026-08-07T12:05:37.337841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:37.337841Z digest=sha256:8cab029de19ea549aa5d07eea5efac84dc1bd15ce62d3701d1c2a07e11c98dfb

Observation fb2eef71-bb92-4274-abfb-180f4715b770 · outbound

This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 9

Resolution
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no resolver link, observed 2026-08-07T12:05:37.396370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:37.396370Z digest=sha256:fef0479c0fff276b47257244c129289722bc1c38c46b65d2762cb0657eb5fd75

Observation d7e3920d-1b5e-43fe-a3cf-a20da28eb031 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 10

Resolution
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raw_fallback, observed 2026-08-07T12:05:42.477711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:37.463200Z digest=sha256:ef9dcdb39fb59f22561844ed3b2ce102c76bdc0a705bb6d666009a935fadb9cf

Observation 387211e6-a4c8-44a3-badb-db851f512ea2 · outbound

This paper cites Bad Actor, Good Advisor: Exploring the Role of Large Language Models in Fake News Detection.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Bad Actor, Good Advisor: Exploring the Role of Large Language Models in Fake News Detection

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:05:40.253344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:37.521384Z digest=sha256:43597a8f3c55e7d2d58a961327aa33afe339089954e3de5793275b30ef2419a2

Observation 316037b1-a001-40c3-a3bb-cf3d278babb1 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-07T12:05:37.573619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:37.573619Z digest=sha256:1b66acb6074e90b30273cd98683e5f522753f23c9ffb4772fb3b495a96914e96

Observation 0163fa90-b625-493a-b074-639e0da25d1c · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:37.627209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:37.627209Z digest=sha256:6aee300f4aa7f7585e41df16187c4fed25d789868c86b7cedf8c2190a492c3f1

Observation 33ce5a5a-7a64-4ecf-beef-4f8636550504 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:42.154336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:37.691029Z digest=sha256:4ecbe2c52b533d50d50139ae57853dff41d393a88151f69a186eb47f711a8880

Observation d47d9a8d-c32e-46b8-a8c8-d4722adda83e · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 15

Resolution
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no resolver link, observed 2026-08-07T12:05:37.730981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:37.730981Z digest=sha256:679336417c7f35dccf1276a3fbd55677dadf81405881f39d038fe3e1e3452194

Observation be99aed2-8f61-489c-95f3-c6b815461b07 · outbound

This paper cites Dense Passage Retrieval for Open-Domain Question Answering.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Dense Passage Retrieval for Open-Domain Question Answering

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:37.812435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:37.812435Z digest=sha256:bb816fd07ca073a6a2a476846c0acb584a59fa4cd39a23e004be7dd6ebb18437

Observation 4469353e-e75d-4692-9e2c-e42408b90b4c · outbound

This paper cites ChatGPT: Jack of all trades, master of none.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models ChatGPT: Jack of all trades, master of none

Reference 17

Resolution
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no resolver link, observed 2026-08-07T12:05:37.902120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:37.902120Z digest=sha256:acc356e88e6b6412417398381c5b35ec418582107a2a9a4f05aaae98e46b2009

Observation 39c5c18c-6088-49ab-9c3c-0cd9ac1f10ea · outbound

This paper cites FinLlama: Financial Sentiment Classification for Algorithmic Trading Applications.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models FinLlama: Financial Sentiment Classification for Algorithmic Trading Applications

Reference 18

Resolution
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no resolver link, observed 2026-08-07T12:05:37.990038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:37.990038Z digest=sha256:bb199359ad8c336c8bda9f9126174f05c1823ced3474a3c9d19897e8aadb8b73

Observation 28ece43c-38cf-419e-9922-d9ac77efd076 · outbound

This paper cites Cross-lingual Language Model Pretraining.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Cross-lingual Language Model Pretraining

Reference 19

Resolution
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no resolver link, observed 2026-08-07T12:05:38.024408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.024408Z digest=sha256:61f0c7dfb52a2f861b5e94bba0621de179ae653ea955050c387a41ecee1d1f51

Observation 538fb277-39e6-454a-a002-dda59710de6a · outbound

This paper cites Latent Retrieval for Weakly Supervised Open Domain Question Answering.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Latent Retrieval for Weakly Supervised Open Domain Question Answering

Reference 20

Resolution
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no resolver link, observed 2026-08-07T12:05:38.067114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.067114Z digest=sha256:3c593497622551dca4e845f773d52964d700f11998f8369323ae7c2a1dd8039d

Observation 1ec66673-de5c-4c0c-8bed-80e4a317eb26 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:41.931428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:38.097370Z digest=sha256:6550fdc39dff041c1a2731e5257632b423825eb4e2fd1b0d3dd8c67bdcb8f2a5

Observation 3b71d6d6-d8fb-4457-a65a-fb78eb47d160 · outbound

This paper cites Lewis, Luke Zettlemoyer, and Veselin Stoyanov.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Lewis, Luke Zettlemoyer, and Veselin Stoyanov

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:41.864851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:38.160000Z digest=sha256:06ea6054dcdd2087d0f8d4f63001cdb5b2c1a8bdab404147abc1f00166344a59

Observation e0d3de6a-8029-4e04-ba6c-f23e8ec7f628 · outbound

This paper cites Decoupled Weight Decay Regularization.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Decoupled Weight Decay Regularization

Reference 23

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.200169Z digest=sha256:91c618c154bc270422e1bee50d805a3aaca97efdc67eef5aed627d04c4eef508

Observation 89550958-0075-4e1c-8b37-a7866f23d1dc · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:41.755398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:38.231292Z digest=sha256:e4e61a20b0cc20a9dc9a2f95053efe4db1c162aa06ae7a2dfd20d5d320ed39d9

Observation 1729cf8c-f13a-4f23-908d-6fcb87726eab · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:41.682953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:38.265731Z digest=sha256:34a609f97de89c6a148d7592111f42076cf80b3e30fa9c21909ddc3937955b96

Observation 1597dafa-7123-4d65-9b01-c9645c274e5d · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:41.556177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:38.291752Z digest=sha256:9c58f956903143ea1fa6131711fd2039f246980e917f319002deabda460eaf28

Observation f77a5157-4b2e-47ae-a1f7-5c213ac469d0 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:41.463316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:38.346154Z digest=sha256:29724b113e7aff3e28714b12dc335c317ac573063a96cb9933cc3d8f5bb13446

Observation 3d497f81-debf-4ee9-a195-835a5dad0b40 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:38.381160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.381160Z digest=sha256:6df85b4e6c2b2bc956581d3ef270fa77177055ab26166f19e893a3cf3ca4bbae

Observation 9c2d0635-6756-4b3b-aafc-352551ffb28b · outbound

This paper cites NetEase Youdao.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models NetEase Youdao

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:41.370234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:38.423704Z digest=sha256:40a67c0026e3b29e4b6f8dc6655c8a082c6afc6cdf7138a857029f52237344a7

Observation 1bc1934f-00c8-4001-87ce-e639dc77b85b · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Representation Learning with Contrastive Predictive Coding

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:38.474276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.474276Z digest=sha256:8221f7499a6aeb987d61b418e99a54b900e9bdfbb820c584aed452731ddf1c8a

Observation 6ed5854f-cc2c-45e2-8192-8950d78492fd · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 31

Resolution
malformed identifier
no resolver link, observed 2026-08-07T12:05:38.561166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.561166Z digest=sha256:e58039397b1f81d2d19f5e70e25f372525849c14c2087021ef9024614beb6f89

Observation 95af71cb-9a7b-443e-90cc-03de973f1fe5 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:38.619569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.619569Z digest=sha256:f1647242f797358c06f81720aee34c2204f2484f08303b0dfc0144f2e665230f

Observation 09157668-6521-4ba4-a6e2-bcfb23e4aa2a · outbound

This paper cites Smith, Luke Zettlemoyer, and Tao Yu.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Smith, Luke Zettlemoyer, and Tao Yu

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:41.285284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:38.686237Z digest=sha256:26753977a7e67c79cb4b37050a6c3a58f984eed5d60edc142ab8d6422746d62f

Observation 65352c45-f023-4246-bce4-477f92c41cde · outbound

This paper cites Do We Need Domain-Specific Embedding Models? An Empirical Investigation.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Do We Need Domain-Specific Embedding Models? An Empirical Investigation

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:05:39.913731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:38.765616Z digest=sha256:5034817721cbde852c0eb837d230e21497b5ec3abbb05d4e7be4bd37b449dec5

Observation 827c0a5f-7a95-45f5-9213-06a8d8af0a0d · outbound

This paper cites BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:38.829970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.829970Z digest=sha256:6ddb7b0aeba98f224ed84e13330ddb178fe0862ec11a7441b72edfa8697992e9

Observation 03582916-b5fb-4050-ab7a-6adfcd29b89c · outbound

This paper cites Text Embeddings by Weakly-Supervised Contrastive Pre-training.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:38.911602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.911602Z digest=sha256:7bb075e85f125ddc0726aa7277e8490b5a63f3d8ae947ed1eeaa634f2ec771c9

Observation ce409743-aab3-4669-bca5-ab19d81e8a92 · outbound

This paper cites FinGPT: Instruction Tuning Benchmark for Open-Source Large Language Models in Financial Datasets.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models FinGPT: Instruction Tuning Benchmark for Open-Source Large Language Models in Financial Datasets

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:39.032625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:39.032625Z digest=sha256:aadb51b8d7c855bdf2ab986699058f9ec1f467271ffe4fb695cd921157e25320

Observation 151c852d-6ec2-48fc-8663-359e15fa1bcf · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:41.193928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:39.134558Z digest=sha256:fbd68bb041b14c58d20bb0c6d7a15a7964a98ae07759232949f646731c42c3ed

Observation bd9d6f57-807e-45c4-9afd-2b42dfdff5e2 · outbound

This paper cites 2023.M3E: Moka Massive Mixed Embedding Model.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models 2023.M3E: Moka Massive Mixed Embedding Model

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:41.057499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:39.190853Z digest=sha256:0dc753ba7ddf515860b6b10071eff6ee0c2d746dcb3abef585ba3cd4ed28d583

Observation bcb62e24-15e7-45bf-8cd3-00250fded485 · outbound

This paper cites Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:39.255201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:39.255201Z digest=sha256:d4fc1e245511aefd7c8764ca18e7842ed808b4133b7e726b0da1f7b3936cecdb

Observation 2ede14f4-fd09-4e7a-badd-e2970a7ec7c1 · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models BloombergGPT: A Large Language Model for Finance

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:39.292735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:39.292735Z digest=sha256:3a5e990ff722d99d7ec3ee2a629598d831d385c29ebef2ce2cd3c6c633fcfbaf

Observation 30955d9c-65fd-4c73-b88c-782d658c7340 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:40.974337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:39.323045Z digest=sha256:5dfec1e0ce7b4a1acd60c51a8c35f1bbd86106dfab78ea73c491c121834c6b63

Observation ed329095-0ba6-438f-8cff-94c000bcf87a · outbound

This paper cites C-Pack: Packed Resources For General Chinese Embeddings.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models C-Pack: Packed Resources For General Chinese Embeddings

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:39.397302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:39.397302Z digest=sha256:2b02121f22c503dc4e68911abf6fa7af0461046443f392256d411af3b6aca509

Observation f8598f3c-eaec-44d8-a18f-5cb14639aa19 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:40.854011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:39.459611Z digest=sha256:7596083e47d4a0183408c9571c962ff2f153e3919ea6569d6b11ceb02546d02c

Observation 74b1fd33-d489-4a5e-93e7-1edd422b0b42 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:40.792474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:39.506797Z digest=sha256:80123ef402f9d92f6e8c930e0c057c37bdff22154b96ef8b2bc5878c1120df96

Observation 160397eb-1839-419d-b574-ac5a8d79c47f · outbound

This paper cites Mengzi: Towards Lightweight yet Ingenious Pre-trained Models for Chinese.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Mengzi: Towards Lightweight yet Ingenious Pre-trained Models for Chinese

Reference 46

Resolution
malformed identifier
no resolver link, observed 2026-08-07T12:05:39.554286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:39.554286Z digest=sha256:1b737045991bf3296518f8a25e9f7aef0c9b18332154392c0acb72ba2e46fc9a

Observation 06ab3785-d518-48e3-9a63-ad278cca9cf1 · outbound

This paper cites an unresolved cited work.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:05:40.675867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:39.626379Z digest=sha256:09074c2e80db022a56d5989c394a5ba6f6c2ff83d343461de1a072d56e98fa1c

Observation b40c1292-5eaf-44af-b255-fdbf94ee38e8 · outbound

This paper cites Evaluation Instructions:For the provided topic keyword list, rate each criterion on a scale of 1 to 3: 1 point: Poor performance, does not meet the standard.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Evaluation Instructions:For the provided topic keyword list, rate each criterion on a scale of 1 to 3: 1 point: Poor performance, does not meet the standard

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:05:40.596221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:05:39.699448Z digest=sha256:3e165ad78ec91a0244beba9e92ea31e03f56cfc30c6437e2704b711eb45c6f74

Observation f996fb42-5d89-4e04-865f-5ae08cb5f52d · outbound

This paper cites Pre-training Tasks for Embedding-based Large-scale Retrieval.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Pre-training Tasks for Embedding-based Large-scale Retrieval

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:36.977593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:36.977593Z digest=sha256:6942d17421de0dc873cc2cdf360170082d9256e3aec3e6c37fd04d799ee1da49

Observation 5e07d3fc-86cc-45c6-83c6-fb0b8eeda4d6 · outbound

This paper cites Text and Code Embeddings by Contrastive Pre-Training.

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models Text and Code Embeddings by Contrastive Pre-Training

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-07T12:05:38.401023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.401023Z digest=sha256:79e15a3f37e59291132618a35a3d6956747810eadd2a5290a8d11275885a62d5

Pith citing papers

No inbound Pith citation observations are available.