Paper Citation Record · LEDGER

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach

As of 9 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2605.03092.

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

pith.paper-citation-record.v1
2605.03092 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T18:16:01.927405Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

37 of 37 outbound references displayed

verified exact11
verified fuzzy26
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 464377af-3259-411f-ac5f-bced0cf570b2 · outbound

This paper cites Classifying sentiment in microblogs: is brevity an advantage?.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Classifying sentiment in microblogs: is brevity an advantage?

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-08T19:44:06.363999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aaad008d-b74f-4b9f-85f5-0f7f330e54f5 · outbound

This paper cites Contextual semantics for sentiment analysis of twitter.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Contextual semantics for sentiment analysis of twitter

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.221648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c6b40994-6461-402c-bb51-e371b16f8343 · outbound

This paper cites Investor sentiment in the theoretical field of behavioural finance.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Investor sentiment in the theoretical field of behavioural finance

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-08T19:44:06.402967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9cd1c4f0-ff9f-4eef-889c-82de1ed3b5c2 · outbound

This paper cites Investor sentiment from internet message postings and the predictability of stock returns.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Investor sentiment from internet message postings and the predictability of stock returns

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.230173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b6b1c909-0438-424b-bd8a-56dda4b481f7 · outbound

This paper cites Efficient capital markets: A review of theory and empirical work.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Efficient capital markets: A review of theory and empirical work

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:40:39.828079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d81a7614-0e63-45a9-b184-27f87862fb65 · outbound

This paper cites Investor sentiment and the cross-section of stock returns.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Investor sentiment and the cross-section of stock returns

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.209136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3da6bf4b-9632-4e59-b241-ed992f6d1970 · outbound

This paper cites Available: http://www.jstor.org/stable/3874723.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Available: http://www.jstor.org/stable/3874723

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:40:39.804092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d8614dfd-8b25-49ce-9d39-0c90ca2dbb47 · outbound

This paper cites Impacts of code of ethics on financial performance in the italian listed companies of bank sector.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Impacts of code of ethics on financial performance in the italian listed companies of bank sector

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.129231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 582bf9db-6c76-4de1-a7a4-e9c82e11a096 · outbound

This paper cites StockEmotions: Discover Investor Emotions for Financial Sentiment Analysis and Multivariate Time Series.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach StockEmotions: Discover Investor Emotions for Financial Sentiment Analysis and Multivariate Time Series

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:40:39.817571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f425546d-0aef-44f6-ad3d-a82c4b05f0d0 · outbound

This paper cites Towards semantic integration of opinions: Unified opinion concepts ontology and extraction task.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Towards semantic integration of opinions: Unified opinion concepts ontology and extraction task

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.133061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8226ad45-7698-4a40-ac2b-6a6cb7d814be · outbound

This paper cites Language models are few-shot learners.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Language models are few-shot learners

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.195936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a88f6799-b6f3-43fc-beca-be43ac649b1a · outbound

This paper cites Large language models are zero-shot reasoners.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Large language models are zero-shot reasoners

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.200385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f96dd324-32e0-40f9-8ad0-addf4f28fa9f · outbound

This paper cites Are they different? affect, feeling, emotion, sentiment, and opinion detection in text.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Are they different? affect, feeling, emotion, sentiment, and opinion detection in text

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.145992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 96f8b000-c7e8-489b-9bb6-9c3b30657415 · outbound

This paper cites Stock market sentiment lexicon acquisition using microblogging data and statistical measures.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Stock market sentiment lexicon acquisition using microblogging data and statistical measures

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.187270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b54c853b-8cc6-4ef5-997d-ce0634dd4778 · outbound

This paper cites Learning stock market sentiment lexicon and sentiment-oriented word vector from StockTwits.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Learning stock market sentiment lexicon and sentiment-oriented word vector from StockTwits

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.141505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b53af8f4-c49c-4592-8a71-5dfbd72f1e6b · outbound

This paper cites How emotions influence behavior in financial markets: a conceptual analysis and emotion-based account of buy-sell preferences.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach How emotions influence behavior in financial markets: a conceptual analysis and emotion-based account of buy-sell preferences

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-08T19:44:06.396985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 64c1201d-c92d-46b5-809d-66c996e36b85 · outbound

This paper cites Sentiment analysis and subjectivity.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Sentiment analysis and subjectivity

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.136911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3137dd9e-52cf-4da2-af4c-5f03e01bd441 · outbound

This paper cites Liu,Many Facets of Sentiment Analysis.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Liu,Many Facets of Sentiment Analysis

Reference 18

Resolution: verified exact; doi, observed 2026-05-08T19:44:06.371366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2b21799a-1fc3-47e2-b95b-3e19a895f3c7 · outbound

This paper cites SemEval- 2016 task 5: Aspect based sentiment analysis.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach SemEval- 2016 task 5: Aspect based sentiment analysis

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.183006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 81530e77-9b8f-4797-b848-856d6731d07f · outbound

This paper cites Knowing what, how and why: A near complete solution for aspect-based sentiment analysis.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Knowing what, how and why: A near complete solution for aspect-based sentiment analysis

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.191591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ca32c825-af27-4b54-a055-103dd4e59793 · outbound

This paper cites SemEval-2017 task 5: Fine-grained sentiment analysis on financial microblogs and news.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach SemEval-2017 task 5: Fine-grained sentiment analysis on financial microblogs and news

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.204723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b254c66b-d5bb-4b61-806a-bdc43d9e5f01 · outbound

This paper cites An argument for basic emotions.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach An argument for basic emotions

Reference 22

Resolution: verified exact; doi, observed 2026-05-08T19:44:06.367630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6b06f6f1-c73a-4716-89ed-dd63ada3dd28 · outbound

This paper cites GoEmotions: A Dataset of Fine-Grained Emotions.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach GoEmotions: A Dataset of Fine-Grained Emotions

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.213240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 95e3e634-9348-48f2-882e-266cb73178cb · outbound

This paper cites A systematic review of applications of natural language processing and future challenges with special emphasis in text-based emotion detection.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach A systematic review of applications of natural language processing and future challenges with special emphasis in text-based emotion detection

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.217520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f75eb122-d779-46d4-a686-b058cdee9fab · outbound

This paper cites Emotion detection for social robots based on nlp transformers and an emotion ontology.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Emotion detection for social robots based on nlp transformers and an emotion ontology

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.225777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b58bdb2c-68ac-4869-8016-b471b9c3fe54 · outbound

This paper cites Large language models as span annotators.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Large language models as span annotators

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:40:39.807414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 61d509fe-93db-490f-91bb-021a2f80a10c · outbound

This paper cites Are large language models reliable argument quality annotators?.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Are large language models reliable argument quality annotators?

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.234216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c0c130e5-8892-4786-bee3-9078847bb04c · outbound

This paper cites Large language models for propaganda span annotation.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Large language models for propaganda span annotation

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.162044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d89cca11-8392-4a04-bd8d-8b36756bcbe5 · outbound

This paper cites Towards Temporal Knowledge-Base Creation for Fine-Grained Opinion Analysis with Language Models.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Towards Temporal Knowledge-Base Creation for Fine-Grained Opinion Analysis with Language Models

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-08T19:44:06.382021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 895394da-f4e2-4051-995a-37734dd0ecbf · outbound

This paper cites DSPy: Compiling declarative language model calls into state-of-the-art pipelines.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach DSPy: Compiling declarative language model calls into state-of-the-art pipelines

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.166276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c71fe471-6ea5-41e2-8343-cbd59c06172d · outbound

This paper cites ProSA: Assessing and understanding the prompt sensitivity of LLMs.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach ProSA: Assessing and understanding the prompt sensitivity of LLMs

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.170696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ccdfc32a-9f68-45b0-ba28-3839a459e843 · outbound

This paper cites Optimizing instructions and demonstrations for multi- stage language model programs.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Optimizing instructions and demonstrations for multi- stage language model programs

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.178901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 50a0090f-778d-4c08-938d-1dc134f1b004 · outbound

This paper cites How attentive are graph attention net- works?.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach How attentive are graph attention net- works?

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.174963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2c50da18-beb1-49a4-aa24-e0c30827d90b · outbound

This paper cites BERT: Pre- training of deep bidirectional transformers for language understanding.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach BERT: Pre- training of deep bidirectional transformers for language understanding

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.154208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c525e891-29c5-4911-a92e-c3ea8102eb90 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-05-09T06:40:39.824333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aeb689bd-d3e4-4dc7-95bb-097e56e42fa2 · outbound

This paper cites Qwen3.5: Towards native multimodal agents.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Qwen3.5: Towards native multimodal agents

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.158000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fbb798d9-3232-4cc7-ba69-a076f678aec4 · outbound

This paper cites Available: https://qwen.ai/blog?id=qwen3.5.

Semantically Enriching Investor Micro-blogs for Opinion-Aware Emotion Analysis: A Practical Approach Available: https://qwen.ai/blog?id=qwen3.5

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T05:26:46.149987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.