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 14 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 2026-08-14T06:32:32.682623+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=sha256:0f56dda7d1553f644463abee96b18a9cc502377b03744851c4fde88fc36ff0bb

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=sha256:7ec8c13fafb9a2608c73238416ee1162cfb08cf2504aec6f6a61204d35663907

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:36.876113Z digest=sha256:077e899fd36e5a0e829f9602f60ca94e96bf440ec26374330eaeffb19f298545

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:37.080014Z digest=sha256:d43ce9c510d9419732dbd7a681d733dc94362d648112d535a4ddf3aba125f4aa

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:37.209383Z digest=sha256:846f3f57d1cd7d6f9c73fc25444c418841283ab36074a6c62a1c2fc532c6202c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:37.463200Z digest=sha256:5efe16432a302b5e2b538158208f06db92685dab87122450eb0facec411bcca8

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:37.521384Z digest=sha256:74e6b46a6638ea5c0e6edfac3d6add9b264d4079a71f8db18016f9baffc5c314

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:37.691029Z digest=sha256:8dc94146ddfad5706e78540d8341af028aaf6665f4fbde8e2aa552ee962b99e7

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:dc9ff11427a03035e40ca830f5c9236e9cd714b5e99e11e85fc809730307020e

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=sha256:05b8008284b52376cef5f981c0581df3b71e7ef1aa8f5507953f330c64a27459

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:ba1917a169679d6cdcd852162cbca7f5cb0bd73ac7fd4aaf4f7581b6afc049b6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:38.097370Z digest=sha256:d991f56df77cffdfc4aff6413c2a1e7c6857e8ead833fa6910877b47d1a15461

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:38.160000Z digest=sha256:c368158f676ac8bc7b41e58821a080f60e4aa852d031ec6d8baa149cb09a0888

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=sha256:364da44a3d036305ce7abfc4a9f7b8a9cf9c7515dae3e47eddde5ad4f05300b3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:38.231292Z digest=sha256:b44386550d35fbabfa4cf14044ef781d480bbeda49d01560ca76ec15526ed340

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:38.265731Z digest=sha256:b13faa1f0edacdf96d70c6b5963fa8ad9cb463ee15230078026da0676fa1806e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:38.291752Z digest=sha256:a98f664987a31217e18b881d1ec1b15ce7b5ce427440f8f98e968a85b4ffdbb5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:38.346154Z digest=sha256:b7c37f6977aa3a2a67e5d8e7c3ca0bfc1d4f2c44576d6e1829668b3f640dd8da

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:38.423704Z digest=sha256:978e83b78c9625999df23bf49a626856743169af161609e17027d8c79c904d5a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:38.686237Z digest=sha256:695ad0c5e63bcfdc0705693cd97b20e40410db56b58ac0af02a32cf35fdd1336

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:38.765616Z digest=sha256:0a712e7dfe766010a70cc4b9caf5028a9dc0bd8027da5d348f5283f3b6da9fa8

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:c0b837ef0cd846c8c6efcdbe13f0f8b5e76347bf96a2792b9a564bf93c6ffae5

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:a5040014d692f7744df91cd0e74925e4a4575aee61d5d7f07d60d3e5c24c6899

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:39.134558Z digest=sha256:3041696ffac04c7259202da752213aea6a2ae9420fa6c6baf1b12c363a056da2

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:39.190853Z digest=sha256:9dece1d51be4d882de16bb9bfca73361de50a557d817f9af8194c576e810c444

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=sha256:2b8c95e03db25edf56f7adf95c208d292008cd74b70cb0d06c50a5d4a5c1fe35

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:39.323045Z digest=sha256:05426ac4f5e90e265d6ed7105afc4bb6c5bd872f170bfb49f9c42a9e22be1052

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:f45d8b41703c3b9333dd9760e99bea959a5ca000b41f70ca5349ea7fa77da324

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:39.459611Z digest=sha256:b0ea1d6a3eb5690a549454da021e3f557624ee581aa213958a653f47dbd2ebe3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:39.506797Z digest=sha256:1a269c57d8d0088d90018dc40998207c42dfc29d4ee42390d93343b392e02ae9

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:edae84c9b6bbcef69a7e86269a67f7a9fc08348aacf03efd031670647895198b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:39.626379Z digest=sha256:788e1dd896e732f48893b71c43d5a3dfcd37d2cbf542b991317f9fd27d14580c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:05:39.699448Z digest=sha256:2c3cb7b9163df5eb8a31ed75e785fadbcba302fbb176c556f62d0a7742b8a450

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=sha256:37a05f03250e6e7e85ad09ca8c217366ae22abaf9888131a2ede1ed170d2ea9f

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.