Paper Citation Record · LEDGER

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations

As of 12 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2501.08641.

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

pith.paper-citation-record.v1
2501.08641 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:24:41.352460Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:03:01.867277Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T15:03:02.979508Z

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy10
unresolved11
parse uncertain0
malformed identifier2
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ef7812e5-1aac-4a20-bf52-0f268634e021 · outbound

This paper cites Advances in neural information processing systems33, 1877–1901 (2020).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Advances in neural information processing systems33, 1877–1901 (2020)

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T20:24:41.177749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14cd1fee-b0b4-4d42-a4c4-968be0939d7f · outbound

This paper cites Cambridge University Press (2002).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Cambridge University Press (2002)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:24:42.274447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 84fbac12-0ea9-4144-bcca-3d826ddbb838 · outbound

This paper cites The Llama 3 Herd of Models.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations The Llama 3 Herd of Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T20:24:41.190756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9673d28c-248d-4285-83fb-db7fbc735cb4 · outbound

This paper cites Nature630(8017), 575–586 (2024).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Nature630(8017), 575–586 (2024)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:24:42.250807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f5522df8-0902-457f-823b-9f94721e760e · outbound

This paper cites In: The 61st Annual Meeting Of The Association For Computational Linguistics (2023).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations In: The 61st Annual Meeting Of The Association For Computational Linguistics (2023)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:24:42.222065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dbc33f49-9d28-4ec2-a48f-c152b05aab7e · outbound

This paper cites RVISA: Reasoning and Verification for Implicit Sentiment Analysis.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations RVISA: Reasoning and Verification for Implicit Sentiment Analysis

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T20:24:41.953689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fafaddee-9e8b-4025-87a0-eb4fd99a0307 · outbound

This paper cites Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T20:24:41.921486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d8b78eeb-1b91-40b1-9bd1-c77964d6d63b · outbound

This paper cites Towards Understanding In-Context Learning with Contrastive Demonstrations and Saliency Maps.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Towards Understanding In-Context Learning with Contrastive Demonstrations and Saliency Maps

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T20:24:41.223436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85c25e6c-2e00-4454-91e5-dd26ac3ffc0c · outbound

This paper cites Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T20:24:41.229845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eae213a3-faea-466e-8425-e36184bd257f · outbound

This paper cites In: Findings of the Association for Computational Linguistics: EMNLP 2023.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations In: Findings of the Association for Computational Linguistics: EMNLP 2023

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:24:42.189986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation de559b52-699e-475e-8c6b-813e3d6e71b9 · outbound

This paper cites Ad- vances in neural information processing systems34, 11054–11070 (2021).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Ad- vances in neural information processing systems34, 11054–11070 (2021)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:24:42.160313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 69039d6b-368a-4e6f-8608-7628f89ffec7 · outbound

This paper cites (eds.) Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations (eds.) Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021

Reference 12

Resolution: malformed identifier; no resolver link, observed 2026-08-10T20:24:41.250065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9151e337-3e11-448f-912d-f7c5cdb6d158 · outbound

This paper cites In: ProWorkshop on Semantic Evaluation (SemEval-2016).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations In: ProWorkshop on Semantic Evaluation (SemEval-2016)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:24:42.138909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f15b6b51-422c-4a48-b9cc-71b9ed825012 · outbound

This paper cites nicolay-r at SemEval-2024 Task 3: Using Flan-T5 for Reasoning Emotion Cause in Conversations with Chain-of-Thought on Emotion States.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations nicolay-r at SemEval-2024 Task 3: Using Flan-T5 for Reasoning Emotion Cause in Conversations with Chain-of-Thought on Emotion States

Reference 14

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T20:24:41.837916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e93714c2-7b3f-4027-84f2-8c247f5dd5d4 · outbound

This paper cites Harcourt, Brace and World (1921).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Harcourt, Brace and World (1921)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:24:42.115106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation efcefa65-3205-49e8-a73e-d5e0b9f4d4e7 · outbound

This paper cites Oxford University Press (1985).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Oxford University Press (1985)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:24:42.089197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 51ceeabe-ae9f-4200-869b-d86bf3cc6bc4 · outbound

This paper cites In: Moens, M.F., Huang, X., Specia, L., Yih, S.W.t.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations In: Moens, M.F., Huang, X., Specia, L., Yih, S.W.t

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:24:42.064444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e2cd4b8d-7c0e-46a4-9c67-509c01173fcf · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Gemma: Open Models Based on Gemini Research and Technology

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T20:24:41.292626Z

Source-reported events for the cited work

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Observation 610ce034-22e5-4497-b634-adce8f06db37 · outbound

This paper cites GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T20:24:41.300089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb0f3009-3b25-4135-a06d-97ba4d4c4599 · outbound

This paper cites Advances in neural information processing systems35, 24824–24837 (2022).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Advances in neural information processing systems35, 24824–24837 (2022)

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T20:24:41.308144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67bb5108-2335-4159-9626-ec8520dcc5a9 · outbound

This paper cites Larger language models do in-context learning differently.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Larger language models do in-context learning differently

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T20:24:41.319776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18a7602c-541e-4e40-bc4c-54be6cb2cf0e · outbound

This paper cites an unresolved cited work.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:24:42.021949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f03ae1d2-0501-43b0-adb7-ecdce1bc4341 · outbound

This paper cites Physical Review 96(1), 191–195 (1954).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Physical Review 96(1), 191–195 (1954)

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:24:41.995716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0aa90e62-3f88-450f-8c84-aa1a1d297fbc · outbound

This paper cites Expert Systems with Applications 241, 122700 (2024).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Expert Systems with Applications 241, 122700 (2024)

Reference 24

Resolution: malformed identifier; raw_fallback, observed 2026-08-10T20:24:41.709390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2b3810dc-ed81-4775-8238-23389a61135b · outbound

This paper cites Knowledge-Based Systems 277, 110792 (2023).

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Knowledge-Based Systems 277, 110792 (2023)

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T20:24:41.346361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a8a6eb3-b92e-4c51-b490-94ef9012f191 · outbound

This paper cites Word Order and World Knowledge.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Word Order and World Knowledge

Reference 26

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T20:24:41.462183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d218f6a1-bc24-43c7-a8cd-22427605a6ae · outbound

This paper cites an unresolved cited work.

Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations Unresolved cited work

Reference 2913

Resolution: unresolved; no resolver link, observed 2026-08-10T20:24:41.286534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f8cb90cd-0014-4b48-9041-bf1978ea3044 · inbound

LLaMAs Have Feelings Too: Unveiling Sentiment and Emotion Representations in LLaMA Models Through Probing cites this paper.

LLaMAs Have Feelings Too: Unveiling Sentiment and Emotion Representations in LLaMA Models Through Probing Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations

Reference 1804

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:03:03.055684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.