Paper Citation Record · LEDGER

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization

As of 14 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 2 inbound Pith citation observations for arXiv:2412.07779.

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

pith.paper-citation-record.v1
2412.07779 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:52:26.514922Z

measured 53 of 53 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T21:11:23.042546Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:29:15.914328Z

Reference resolution

51 of 51 outbound references displayed

verified exact1
verified fuzzy26
unresolved22
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 324c2008-a1fd-48ac-ada6-0e63bce095ca · outbound

This paper cites Large Language Models for Mathematical Reasoning: Progresses and Challenges.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Large Language Models for Mathematical Reasoning: Progresses and Challenges

Reference 1

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Observation 323fdd11-4230-43b4-a54c-4bf8b75a32e2 · outbound

This paper cites Graph of thoughts: Solving elaborate prob- lems with large language models.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Graph of thoughts: Solving elaborate prob- lems with large language models

Reference 2

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Observation ce97dc0e-9a70-4d45-8a14-ef64fbf748d3 · outbound

This paper cites AlphaMath Almost Zero: Process Supervision without Process.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization AlphaMath Almost Zero: Process Supervision without Process

Reference 3

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Observation 94f09db6-bf5a-4579-867f-3b50938e9cef · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Training Verifiers to Solve Math Word Problems

Reference 4

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Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Unresolved cited work

Reference 5

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Observation d621c6f3-c40d-47aa-9084-4e56e2257183 · outbound

This paper cites A fast and elitist multiobjective genetic algo- rithm: Nsga-ii.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization A fast and elitist multiobjective genetic algo- rithm: Nsga-ii

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:27.046579Z

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Observation 972707d6-9288-4313-8a33-98910e6ab31e · outbound

This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Improving Factuality and Reasoning in Language Models through Multiagent Debate

Reference 7

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Observation 670b7ed3-c397-417f-b416-d4b2c85e2e5d · outbound

This paper cites Neural architecture search: A survey.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Neural architecture search: A survey

Reference 8

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Observation c9d64545-2256-4248-9cf0-286087b58a29 · outbound

This paper cites Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 9

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Observation c3a6acb9-59a9-4bd0-8b96-a60fe971fc48 · outbound

This paper cites Hubert, Kim N.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Hubert, Kim N

Reference 10

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Observation a842bfff-bfda-47bc-9095-fb53a254d51b · outbound

This paper cites Bigger ai chatbots more inclined to spew nonsense-and people don’t always realize.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Bigger ai chatbots more inclined to spew nonsense-and people don’t always realize

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:27.010691Z

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Observation 3d8d07bb-3d63-4be4-a66f-7483996dc445 · outbound

This paper cites Learning to Correct for QA Reasoning with Black-box LLMs.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Learning to Correct for QA Reasoning with Black-box LLMs

Reference 12

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Observation 025d69b1-bcf9-416f-aa24-d88842065fa2 · outbound

This paper cites Ex- ploring precision and recall to assess the quality and diver- sity of llms.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Ex- ploring precision and recall to assess the quality and diver- sity of llms

Reference 13

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Observation fce133e5-d04d-4cff-a07e-57e820b05ccc · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Reference 14

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Observation 8eb8b590-5e32-466e-80b6-5e854c8fc5cd · outbound

This paper cites Internal Consistency and Self-Feedback in Large Language Models: A Survey.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Internal Consistency and Self-Feedback in Large Language Models: A Survey

Reference 15

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Observation a657528b-ee3f-43ea-8448-f30ce7f5424e · outbound

This paper cites Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024

Reference 16

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Observation 1776c64c-b593-44f3-a012-af3938715275 · outbound

This paper cites Mathvista: Evaluating mathemat- ical reasoning of foundation models in visual contexts.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Mathvista: Evaluating mathemat- ical reasoning of foundation models in visual contexts

Reference 17

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Observation 84f11ad6-c49e-41a9-88c9-54b8e41cdbac · outbound

This paper cites Self-refine: It- erative refinement with self-feedback.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Self-refine: It- erative refinement with self-feedback

Reference 18

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Observation 96daacf1-9bb2-442b-bf62-b00b57809eab · outbound

This paper cites Phi-3.5-vision-instruct model, 2024.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Phi-3.5-vision-instruct model, 2024

Reference 19

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Observation 400ec1cf-9ae5-4971-b2bc-3a449b6e4852 · outbound

This paper cites K-medoids for k- means seeding.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization K-medoids for k- means seeding

Reference 20

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Observation d2759475-2f3b-46c3-b65d-8d7f0d31d305 · outbound

This paper cites Refiner: Reasoning feedback on intermediate representa- tions, 2023.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Refiner: Reasoning feedback on intermediate representa- tions, 2023

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.936876Z

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Observation 5884a30b-d050-4c19-aa44-6979f5e6b48c · outbound

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Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Sentence-bert: Sen- tence embeddings using siamese bert-networks

Reference 22

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Observation 22aa2ffb-fe26-4d97-af0f-9495643e17a7 · outbound

This paper cites Multiobjective optimization using nondomi- nated sorting in genetic algorithms.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Multiobjective optimization using nondomi- nated sorting in genetic algorithms

Reference 23

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Observation 24a13f3f-4422-471a-b802-a0880fcaf9ad · outbound

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Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Reflexion: Language agents with verbal reinforcement learning

Reference 24

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This paper cites Monte carlo tree search: A review of recent modifications and applications.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Monte carlo tree search: A review of recent modifications and applications

Reference 25

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This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Gemini: A Family of Highly Capable Multimodal Models

Reference 26

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Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Mixture-of-Agents Enhances Large Language Model Capabilities

Reference 27

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Observation bacff82f-9c02-42db-ad9d-68466970d3b9 · outbound

This paper cites Measuring multimodal mathemat- ical reasoning with math-vision dataset, 2024.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Measuring multimodal mathemat- ical reasoning with math-vision dataset, 2024

Reference 28

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Observation 4d782b20-79a1-4ae1-8730-c7cf19aac423 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 29

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This paper cites Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration

Reference 30

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Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Chi, Quoc V

Reference 31

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Observation 4df9c75d-8f6b-4fc1-9e5a-0f75dbf2006f · outbound

This paper cites No Train Still Gain. Unleash Mathematical Reasoning of Large Language Models with Monte Carlo Tree Search Guided by Energy Function.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization No Train Still Gain. Unleash Mathematical Reasoning of Large Language Models with Monte Carlo Tree Search Guided by Energy Function

Reference 32

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This paper cites Unveiling the Generalization Power of Fine-Tuned Large Language Models.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Unveiling the Generalization Power of Fine-Tuned Large Language Models

Reference 33

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Observation daaadc8c-a91e-4149-90f1-855b6b965f85 · outbound

This paper cites The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision).

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)

Reference 34

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Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization ReAct: Synergizing Reasoning and Acting in Language Models

Reference 35

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Observation 23cafd4e-c0b7-4ebd-8c7f-879e395398fc · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Tree of thoughts: Deliberate problem solving with large language models

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.863109Z

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Observation 98e279e1-ebd1-4776-b17f-165d8101602c · outbound

This paper cites Benchmarking LLMs via Uncertainty Quantification.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Benchmarking LLMs via Uncertainty Quantification

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T13:52:26.468638Z

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This paper cites Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-12T13:52:26.472101Z

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Observation f148c23c-a3fc-4487-a350-6898a444c0f3 · outbound

This paper cites A many-objective evo- lutionary algorithm based on three states for solving many- objective optimization problem.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization A many-objective evo- lutionary algorithm based on three states for solving many- objective optimization problem

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.852052Z

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Observation 32fb520a-c630-42b8-8f7c-114801c61004 · outbound

This paper cites Pareto deep long-tailed recognition: A conflict-averse solution.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Pareto deep long-tailed recognition: A conflict-averse solution

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.841406Z

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Observation ea80868e-835d-4bfb-ae50-b59760b25ea4 · outbound

This paper cites We use the 7B parameter version, released in August 2024.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization We use the 7B parameter version, released in August 2024

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.819355Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 608aa3d3-8377-4116-9421-dc0f13a39d99 · outbound

This paper cites This model is trained with a more advanced language model, improving its perfor- mance and capabilities.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization This model is trained with a more advanced language model, improving its perfor- mance and capabilities

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.807703Z

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.

Observation dfcbc0ed-48e2-4631-b91a-c99ed06c2207 · outbound

This paper cites an unresolved cited work.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-12T13:52:26.796139Z

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.

Observation 82241101-8019-4e3f-8562-650e30f7278b · outbound

This paper cites The Answer is \boxed{{}}.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization The Answer is \boxed{{}}

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.785111Z

Source-reported events for the cited work

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Observation dd555ac0-adbc-49e9-a978-6c6ce3aebd03 · outbound

This paper cites [Reasoning process]...[Verification].

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization [Reasoning process]...[Verification]

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.772175Z

Source-reported events for the cited work

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Observation 8c615b68-ac45-48c5-9014-e9a95bc44ea1 · outbound

This paper cites The process involves first providing feedback on the initial output, followed by re- fining the answer based on that feedback.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization The process involves first providing feedback on the initial output, followed by re- fining the answer based on that feedback

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.760585Z

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.

Observation 1f1f02d2-0f3d-47f9-a4e6-8d0e02fe5050 · outbound

This paper cites In each round, five answers are sampled, and the best answer is selected via voting for further reasoning.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization In each round, five answers are sampled, and the best answer is selected via voting for further reasoning

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.748875Z

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.

Observation 9c85f27f-fb28-49a8-9e46-8c367de11adc · outbound

This paper cites We adopt the original settings from [38].

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization We adopt the original settings from [38]

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.739186Z

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.

Observation e0000c3e-9183-4df9-bcaf-9e29f7597b0e · outbound

This paper cites We adopt the origi- nal settings from [30].

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization We adopt the origi- nal settings from [30]

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:52:26.728626Z

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.

Observation 34a07f86-cb5f-444b-b0aa-0b91fa74e78a · outbound

This paper cites The Answer is \boxed{{}}.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization The Answer is \boxed{{}}

Reference 51

Resolution: malformed identifier; raw_fallback, observed 2026-08-12T13:52:26.717806Z

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.

Observation 64cdbfc8-ce7e-4967-a7d4-99e411d94437 · outbound

This paper cites Algorithm of EoT Here, we introduce the algorithmic description of EoT, with its workflow depicted in Algorithm 1.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Algorithm of EoT Here, we introduce the algorithmic description of EoT, with its workflow depicted in Algorithm 1

Reference 2024

Resolution: malformed identifier; raw_fallback, observed 2026-08-12T13:52:26.830713Z

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.

Pith citing papers

Observation f7c60762-f4eb-43a6-b4f0-a96244e6c884 · inbound

COEVO: Co-Evolutionary Framework for Joint Functional Correctness and PPA Optimization in LLM-Based RTL Generation cites this paper.

COEVO: Co-Evolutionary Framework for Joint Functional Correctness and PPA Optimization in LLM-Based RTL Generation Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-10T10:34:28.920681Z

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.

Observation 94d0e6c8-4559-4bd8-93e5-f86ffa0d44ba · inbound

BCL: Bayesian In-Context Learning Framework for Information Extraction cites this paper.

BCL: Bayesian In-Context Learning Framework for Information Extraction Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization

Reference 53

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T00:29:15.916765Z

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.