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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

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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:d76fc6fa7889b1909f00aae3753adc8a717ba412662f21206f95f1d1538ac448

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=sha256:7598d2d9ac3eadeed8255301209dd6152c4d886ed1c38ef009b41a34251705d2

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:c71c3706efec60118bfea72bfef799a980f94d68e755aada046fefcba4e93b25

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
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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=sha256:427b224c1f6055af07c97fffde05fa9554b283f4ddcbe550af284381a16b1cee

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=sha256:32526b0a69e86227e56592cffdcd8269f4cf990d3cd5b02167a978cc4dd9cbb8

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:bb0b176686d8419983d04514ed4a7efa3c8738cffae99fe8b6480ba4a8641d17

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=sha256:34814b9cd31f8882486f72446f36322de1a65f007a70dbf06f2ca7b61e0bf90a

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

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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=sha256:66a4fee57cd6443f28ca0c45c02eaf0c6eb7a873a7c35cd4a67cc661f6bd909c

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=sha256:1f2147076b5cc6b2dafb22abccd1fc0b5e111d989a7295f2607e99f6f0379d4c

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=sha256:4bbe0877ba29154882289165ab992e860da52eb5250b29422dfce718d49afb7e

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=sha256:6f0295954fec7946863a2f1b2a88c10c166df043f6097ea9aba78a112ed55547

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=sha256:1403dc7bd912927c5b796480c145a813919ac1304b5ee23ed73174139eb55a10

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:cca0631584aef90515276530672e121124c347772b5f47da254443748eb23ce6

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=sha256:41d52921d9b4d7c73e0e0c641784430174c1d682b6c5bf63d24dfd9eaa9fa68a

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

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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:fd2d35ef45123df139da93cce77c3245eed67f7d6924555c1946b69c03a6a38a

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
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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:c232919bb2390eb7f7cc0850738a730cf6009bbb022f80526956aac924ccbabc

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=sha256:620edadaec772ec347466fdb741fa397d6437fa9d254a0b951f2ac2776108048

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=sha256:22da77618f3a9ae642cbe49baa08d30eaa0a460fef66160c157de45d211a9bf9

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:f0541d6250f3c671c5b3aeb8c4cd6566f1e77a14d3ecaf7c3b3091c3a186945d

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=sha256:0c017811c7441fccb4a7bf831417c63279e88abbac9438e3d6886d518fca4709

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:d0dc3ce604cdbe6f1a2bc516721d080b0a1d9fa0f8726866394a5f63fbcdd8d3

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:ebaaea1003d7c6eac7e72488cc391a5183e734ea106f6851662ef718e424ff71

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.200169Z digest=sha256:fa164596ac971b672e436b2a13ea3653868d3a6610867f2bde9f00c7e92ef286

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:deb0ad66892de4a3b981502361ae788a66042aed7690b614414c00b510cde398

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=sha256:877815442f4e56247abca34942426b4686f14347187c0798f54d70271cd8f1d8

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=sha256:0382738eda8057be55bfb1c2b79519090549e687c4848cf3f138d16c06701618

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:e2eb6c80c3b5a5a41d5232bcb6876e0ddcf8698fe8955e2a90a02a4ff259ae53

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:ed8584172948ee61e56f96474f26886edd5bf7a439ba200c654e262de269badd

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=sha256:8879fd400f5f0b15173700bb934aca326baebb21e7e1b82aa51de673d0e48a8f

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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.474276Z digest=sha256:7cc2ba924ff1c57f768e3e3aa0fafaacc1444d0fe0778351463783ab772707ce

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:addc3515f437d910494dd2125aa7641add085b3e5ab12ddd1ebe789a494d49d7

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=sha256:5b955feebd94ffefed8da267c9e491479ae2e12caaf6a414b5fe1ae9492f060b

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=sha256:593da1df368d3d0eb09c02aac8e5878e9d64c5b3d6c9c83ec6cb9df8db1fd084

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=sha256:18212b2fb7f4bb47094b23a878b1a7c57ca6d6e4a3632d728b0d8e441c55504d

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=sha256:409173c07229c897977a002f90af26b4bd45c43e086c5d6c65cb268a7fa3c70c

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:b3e86dcf94b18049b829ee5ad8d16ae0833c113980526d8827f7e104b28ae28f

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:a413c7540aebaf1ff273e17b0bd8304c6d9c69518cd3b0ff94020ba3513fbf69

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:a077e411fbf2e13bded267ae8c4f28dc51d6efdefe9e92109a3b2ea891e0bad0

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=sha256:465f7655fae9ffe815c62941b7ee2ef9d7e7b93318072c86f8554dba286d9d01

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=sha256:1363d4d1ebe1eeb8784426c221c77b9c7b2bad85013bb1fa8092aedc28449ec8

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:c1124925d3f163a51ff161e7eb0877932bdcd39db74153773b05ee2d3b1720b5

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:f2a4a867fa3a4112fe6260e98cffcb2f3e9bd41bc6a6940920c4bdd10e4ab2fe

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=sha256:232eefcb36616122a005aa4e1a909b12b32f928e2abe04544846240623b413b3

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=sha256:513bd1ae7c3a2e716b5e837d7f0908161bc76a5a29dbc26c9dbc54bbceaea73d

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=sha256:2094b1ef7eef6408c9fe6cbad5865bffb23cc647b3cc352c578f4ae5cc5c67d4

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=sha256:93da42e8f759bc8fe725b48f22f212dd2d9f7bc828bb4cebd1d2952fcaf282fc

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=sha256:0936e32a242ee12b252229dab1871603347820dcc0d680b90adcd452b2ccd47a

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=sha256:196202ff22cc887661c2c3918123804dee1df7c864f2b54b671401031211ac7d

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:d9655fca86ab8de2583f0111b714a72008428bb708bd7edf15bed5b40ed03850

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=sha256:80602ba9c3bbe1739b4d5ab6d5bbb671036338fff466dac0a278a97f6976eaa7

Pith citing papers

No inbound Pith citation observations are available.