Does Self-Consistency Improve the Recall of Encyclopedic Knowledge?

Fuente: arXiv

Gespeichert in:

Bibliographische Detailangaben
Hauptverfasser:	Hoshino, Sho, Honda, Ukyo, Zhang, Peinan
Format:	Preprint
Veröffentlicht:	2026
Schlagworte:	Computation and Language
Online-Zugang:	Acceder al recurso
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Ähnliche Einträge

FaithCAMERA: Construction of a Faithful Dataset for Ad Text Generation
von: Kato, Akihiko, et al.
Veröffentlicht: (2024)

Distilling Many-Shot In-Context Learning into a Cheat Sheet
von: Honda, Ukyo, et al.
Veröffentlicht: (2025)

Toward LLMs Beyond English-Centric Development
von: Takase, Sho, et al.
Veröffentlicht: (2026)

A Single Linear Layer Yields Task-Adapted Low-Rank Matrices
von: Kim, Hwichan, et al.
Veröffentlicht: (2024)

Generating Diverse and High-Quality Texts by Minimum Bayes Risk Decoding
von: Jinnai, Yuu, et al.
Veröffentlicht: (2024)

Not Eliminate but Aggregate: Post-Hoc Control over Mixture-of-Experts to Address Shortcut Shifts in Natural Language Understanding
von: Honda, Ukyo, et al.
Veröffentlicht: (2024)

Revisiting the Capacity Gap in Chain-of-Thought Distillation from a Practical Perspective
von: Kajitsuka, Tokio, et al.
Veröffentlicht: (2026)

Cross-lingual Transfer or Machine Translation? On Data Augmentation for Monolingual Semantic Textual Similarity
von: Hoshino, Sho, et al.
Veröffentlicht: (2024)

Exploring Explanations Improves the Robustness of In-Context Learning
von: Honda, Ukyo, et al.
Veröffentlicht: (2025)

Annotation-Efficient Language Model Alignment via Diverse and Representative Response Texts
von: Jinnai, Yuu, et al.
Veröffentlicht: (2024)

Improving Multi-turn Dialogue Consistency with Self-Recall Thinking
von: Pang, Renning, et al.
Veröffentlicht: (2026)

Reinforcement Learning for Edit-Based Non-Autoregressive Neural Machine Translation
von: Wang, Hao, et al.
Veröffentlicht: (2024)

Exploring the Relationship Between Diversity and Quality in Ad Text Generation
von: Aoki, Yoichi, et al.
Veröffentlicht: (2025)

LLMpedia: A Transparent Framework to Materialize an LLM's Encyclopedic Knowledge at Scale
von: Saeed, Muhammed, et al.
Veröffentlicht: (2026)

On the True Distribution Approximation of Minimum Bayes-Risk Decoding
von: Ohashi, Atsumoto, et al.
Veröffentlicht: (2024)

Model-Based Minimum Bayes Risk Decoding for Text Generation
von: Jinnai, Yuu, et al.
Veröffentlicht: (2023)

Out-of-the-Box Conditional Text Embeddings from Large Language Models
von: Yamada, Kosuke, et al.
Veröffentlicht: (2025)

OpenGloss: A Synthetic Encyclopedic Dictionary and Semantic Knowledge Graph
von: Bommarito II, Michael J.
Veröffentlicht: (2025)

Tracing Relational Knowledge Recall in Large Language Models
von: Popovič, Nicholas, et al.
Veröffentlicht: (2026)

Functional Abstraction of Knowledge Recall in Large Language Models
von: Wang, Zijian, et al.
Veröffentlicht: (2025)

Thinking to Recall: How Reasoning Unlocks Parametric Knowledge in LLMs
von: Gekhman, Zorik, et al.
Veröffentlicht: (2026)

Striking Gold in Advertising: Standardization and Exploration of Ad Text Generation
von: Mita, Masato, et al.
Veröffentlicht: (2023)

ACE: Attribution-Controlled Knowledge Editing for Multi-hop Factual Recall
von: Yang, Jiayu, et al.
Veröffentlicht: (2025)

Confidence Improves Self-Consistency in LLMs
von: Taubenfeld, Amir, et al.
Veröffentlicht: (2025)

Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall
von: Cui, Sijia, et al.
Veröffentlicht: (2025)

Layerwise Recall and the Geometry of Interwoven Knowledge in LLMs
von: Lei, Ge, et al.
Veröffentlicht: (2025)

Routing by Analogy: kNN-Augmented Expert Assignment for Mixture-of-Experts
von: Lyu, Boxuan, et al.
Veröffentlicht: (2026)

AdTEC: A Unified Benchmark for Evaluating Text Quality in Search Engine Advertising
von: Zhang, Peinan, et al.
Veröffentlicht: (2024)

AdParaphrase v2.0: Generating Attractive Ad Texts Using a Preference-Annotated Paraphrase Dataset
von: Murakami, Soichiro, et al.
Veröffentlicht: (2025)

What Matters in Memorizing and Recalling Facts? Multifaceted Benchmarks for Knowledge Probing in Language Models
von: Zhao, Xin, et al.
Veröffentlicht: (2024)

UniArk: Improving Generalisation and Consistency for Factual Knowledge Extraction through Debiasing
von: Yang, Yijun, et al.
Veröffentlicht: (2024)

Locate-then-edit for Multi-hop Factual Recall under Knowledge Editing
von: Zhang, Zhuoran, et al.
Veröffentlicht: (2024)

Improving Self Consistency in LLMs through Probabilistic Tokenization
von: Sathe, Ashutosh, et al.
Veröffentlicht: (2024)

Understanding Fact Recall in Language Models: Why Two-Stage Training Encourages Memorization but Mixed Training Teaches Knowledge
von: Zhang, Ying, et al.
Veröffentlicht: (2025)

MedREQAL: Examining Medical Knowledge Recall of Large Language Models via Question Answering
von: Vladika, Juraj, et al.
Veröffentlicht: (2024)

Geometric Factual Recall in Transformers
von: Ravfogel, Shauli, et al.
Veröffentlicht: (2026)

ConsistRM: Improving Generative Reward Models via Consistency-Aware Self-Training
von: Liang, Yu, et al.
Veröffentlicht: (2026)

Towards a Holistic Evaluation of LLMs on Factual Knowledge Recall
von: Yuan, Jiaqing, et al.
Veröffentlicht: (2024)

Improving Recall of Large Language Models: A Model Collaboration Approach for Relational Triple Extraction
von: Ding, Zepeng, et al.
Veröffentlicht: (2024)

Improving the Reliability of LLMs: Combining CoT, RAG, Self-Consistency, and Self-Verification
von: Kumar, Adarsh, et al.
Veröffentlicht: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"de"
VUFIND_SESSION	"c69b2d5e97db57dc91eab9fdbe1895ab"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1791001083.5815 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "c69b2d5e97db57dc91eab9fdbe1895ab" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"language=de; VUFIND_SESSION=c69b2d5e97db57dc91eab9fdbe1895ab; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.217.142"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"30220"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2604_19395/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2604_19395/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1791001083.5771
REQUEST_TIME	1791001083

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler