Pith. sign in

Paper Citation Record · LEDGER

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

As of 9 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 2026-08-08T06:32:00.761636+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=sha256:9d4a60f14f2b83ff453bd77d48286c35db2581c59c48d0320d6e3f8d2cda2dc6

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
unresolved
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=sha256:9f4105cc9c13147eebd7078418c53a5a49cb6aeaf3e175cb56c12ff360a7bcb8

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:a702ddd7f2e1f8d747a589ceb05d87aa852b834c93c341dd346898a3a23df055

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=sha256:76eed255b7b6438acf2e07a5c2190c02dfe04e785e86c7cd3e0c83c92d5a79c5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:36.876113Z digest=sha256:f5b4a1bd23861a32f661fcc3050e7665b59751ca56883f52b5470a2440bdbd61

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:37.080014Z digest=sha256:08a1d208b33056dc34282322c3ddbe6fa6a6e7f6dd3dd0f60d967d45171c7e1d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:37.209383Z digest=sha256:0f636393905447ddbbe66a070865d86d55ac4a8ea3c8d759caa2b5c1770067ff

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
unresolved
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:f38634129422b3bc419381318570f8b1a0bc78e789a1aeaac1e56fec63a97a04

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
unresolved
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:c041b7d79d9de1480e8f8bf11ac02369b0a32e02c9da362d270d6969eca16b1a

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
unresolved
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:37.463200Z digest=sha256:379e34ca8e35ac99a6260fa6d1e674da8271133605ca73b79378dbd207884ecf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:37.521384Z digest=sha256:a7f4e896391f4baee8594e5e4eff58831356c8f0abdf5eaebb31b570f12bc191

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

Resolution
unresolved
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:fa16a89a29ff566304887cc31fc5764f2b65ac5f3ecb946562072a91639a7cf9

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:f923c511290c74ce5dfeaa12f9ea7609e9da1d3569cc27609ef812f7c4127d84

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:37.691029Z digest=sha256:7af4a114b56f686e8f30f90a04457a3f3ba88a99f63cfcf10245381acc377e9a

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
unresolved
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=sha256:1fd713de57a03bc2d512a6e2f581e52353a7c8d0527b83df35bd9195dfb73642

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:e39f84fa20c689e9479608a8e9e0f2fe46ca15b45cc729ca9fdd629337bacef5

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
unresolved
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=sha256:61446c9b8b3ca557ab5662c3a1e57a48058013f1fd07cfd1511a168606e534f4

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
unresolved
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:b64ba16cd9241c99fc122b0c2257a15cefb9ab4649ba3e8c13925c657cd8fc1e

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
unresolved
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=sha256:45c10be0640863c0a9e286e5acb54316dbe9219d1ad9d7ec32f1c6d2c97564e3

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
unresolved
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:cc59742e6f5c9e9ddd0f54c73d7fe87ff8de6c639314dc210f5dbf648203787b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:38.097370Z digest=sha256:3938a409157f107ee38f052146e17d45104edd225eed7ef698af1c22c1338ad4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:38.160000Z digest=sha256:cc2adc538de893d479e6b0d04f38a6e797fcef9730ecd6ed5f942400da7f8dde

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
unresolved
no resolver link, observed 2026-08-07T12:05:38.200169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:05:38.200169Z digest=sha256:719bcdab43a2fcb223f35842b2cf220be3c42478eb3d235f6726285d682a080e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:38.231292Z digest=sha256:282ae40b9741b67a933d0628a563b2971684137c3e338d3c66e27b2346f9accf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:38.265731Z digest=sha256:b286d8e0fd9f68250263baab772f9d3438775a01420e701b2d06a06d5f5b2984

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:38.291752Z digest=sha256:8985e261045fbcb21bf0fbd8ce0636037a24ae8b6b9c65cfb58e94ab4cc8d8ad

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:38.346154Z digest=sha256:5072c137f59e945fc37a4490ffe88675c3201f5496450ebd6457442deb3a2b90

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=sha256:9aefe71b17c442e8e3936c2ad409259978f4641d826da7a9534c81260ef963a7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:38.423704Z digest=sha256:fa42129c5e593cbecb625b37f7706ae60e5c193c84ecdb6369dc65b74a7be39e

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:d8f75830bad6323914f2a7570737ab8a26cef60af7872778a6aa08e9bf1f50dd

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=sha256:27d30565b42f2bf461725d3d738625f4609f15f85151678748c6ee968943392f

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=sha256:5d4c0cbd5051e3b0e61dd292af1b316c2609d2e233bd0e021ea843070cc30b75

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:38.686237Z digest=sha256:c130cd4d9c4135fd83153a7e602a856b55f68faec202a94e1d791fee92e6d7fb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:38.765616Z digest=sha256:baff0838c7d192b901e508afa68cf5b4d3257788a518220c6236ba68422795db

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:a6c447fc581845593dd7c7a273f05e9004af10490b77c6acf2a028d61d8b5dc1

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=sha256:8e7b50f3a1535d045a544fed38d6256e248962671f4e549ddae40ca370de356e

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=sha256:9d5746c5fda54664ebebd9a7be0e6712275fdc040d43d186dbe432b3857ede1a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:39.134558Z digest=sha256:4f75ab0f233d03242f45522f71a45bfdada852e4c5e148c64d2cfdbb2c29a5c9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:39.190853Z digest=sha256:d0887d37b08591c6650ddde9a04abb5126f8170986bf81b7e1b52f2b013cb3c7

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=sha256:42bd7c7621df55627186c6b39a2021bb044b1787547a42b332eb928cc6a0c519

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=sha256:0ae8ef59260a885b509472a44db99b73a01ce8112dadb61ba34c57370ae0327a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:39.323045Z digest=sha256:b537b295d069f0aafc2ee3567d55ead7a486caceddaaf1576c888371daf972dd

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:a3f8c2d14a9ab05c75f53eaec9c3b19829545d271d9bc3710dbceb065cb5008e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:39.459611Z digest=sha256:9a14851b956f83b90307533d5a3401e881a3ab895497a0068dc4abeac1d16ea4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:39.506797Z digest=sha256:019930d094ec997342d358ffa94a05643587c27829f65bfb0d0876534ad600f9

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=sha256:3abdcd283a63841083308ae8f7f9541f6d8f25aaec7a96fba49a7833302db834

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:39.626379Z digest=sha256:3605cd61f1acc73b8152527a4616a9159b13030a02424d4704f083e970533f59

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:05:39.699448Z digest=sha256:1008417236fe16d09c33fd4d29dc6e54861b5a426c041bb3def4155895e81061

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:eefdffbd737427b9b2d3c6e5df58b45086fdcf45c06be667784724fcf8363dc2

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=sha256:99cc29a2992e043995af048c5b23a7aa149facce03191c29df891eeb2530733b

Pith citing papers

No inbound Pith citation observations are available.