Code-Based English Models Surprising Performance on Chinese QA Pair Extraction Task

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Zheng, Linghan, Liu, Hui, Lin, Xiaojun, Dong, Jiayuan, Sheng, Yue, Shi, Gang, Liu, Zhiwei, Chen, Hongwei
Formato:	Preprint
Publicado:	2024
Materias:	Computation and Language Artificial Intelligence
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Chinese SimpleQA: A Chinese Factuality Evaluation for Large Language Models
por: He, Yancheng, et al.
Publicado: (2024)

FunQA: Towards Surprising Video Comprehension
por: Xie, Binzhu, et al.
Publicado: (2023)

StorySparkQA: Expert-Annotated QA Pairs with Real-World Knowledge for Children's Story-Based Learning
por: Chen, Jiaju, et al.
Publicado: (2023)

Towards Better Question Generation in QA-based Event Extraction
por: Hong, Zijin, et al.
Publicado: (2024)

Assessing the Performance of Chinese Open Source Large Language Models in Information Extraction Tasks
por: Cai, Yida, et al.
Publicado: (2024)

CodeReviewQA: The Code Review Comprehension Assessment for Large Language Models
por: Lin, Hong Yi, et al.
Publicado: (2025)

MT-RewardTree: A Comprehensive Framework for Advancing LLM-Based Machine Translation via Reward Modeling
por: Feng, Zhaopeng, et al.
Publicado: (2025)

A Question Answering Based Pipeline for Comprehensive Chinese EHR Information Extraction
por: Ying, Huaiyuan, et al.
Publicado: (2024)

CodeSimpleQA: Scaling Factuality in Code Large Language Models
por: Yang, Jian, et al.
Publicado: (2025)

Clinical QA 2.0: Multi-Task Learning for Answer Extraction and Categorization
por: Pattnayak, Priyaranjan, et al.
Publicado: (2025)

ChineseEcomQA: A Scalable E-commerce Concept Evaluation Benchmark for Large Language Models
por: Chen, Haibin, et al.
Publicado: (2025)

Chinese SafetyQA: A Safety Short-form Factuality Benchmark for Large Language Models
por: Tan, Yingshui, et al.
Publicado: (2024)

Enhancing Pre-Trained Generative Language Models with Question Attended Span Extraction on Machine Reading Comprehension
por: Ai, Lin, et al.
Publicado: (2024)

Benchmarking Chinese Medical LLMs: A Medbench-based Analysis of Performance Gaps and Hierarchical Optimization Strategies
por: Jiang, Luyi, et al.
Publicado: (2025)

Semantic Reformulation Entropy for Robust Hallucination Detection in QA Tasks
por: Tong, Chaodong, et al.
Publicado: (2025)

RJUA-QA: A Comprehensive QA Dataset for Urology
por: Lyu, Shiwei, et al.
Publicado: (2023)

ExpertGenQA: Open-ended QA generation in Specialized Domains
por: Shahgir, Haz Sameen, et al.
Publicado: (2025)

SWE-QA: Can Language Models Answer Repository-level Code Questions?
por: Peng, Weihan, et al.
Publicado: (2025)

Extending Minimal Pairs with Ordinal Surprisal Curves and Entropy Across Applied Domains
por: Katz, Andrew
Publicado: (2026)

ChiMDQA: Towards Comprehensive Chinese Document QA with Fine-grained Evaluation
por: Gao, Jing, et al.
Publicado: (2025)

Self-Evolving LLM Memory Extraction Across Heterogeneous Tasks
por: Yang, Yuqing, et al.
Publicado: (2026)

Minimal Pair-Based Evaluation of Code-Switching
por: Sterner, Igor, et al.
Publicado: (2025)

MEKiT: Multi-source Heterogeneous Knowledge Injection Method via Instruction Tuning for Emotion-Cause Pair Extraction
por: Mu, Shiyi, et al.
Publicado: (2025)

LexRel: Benchmarking Legal Relation Extraction for Chinese Civil Cases
por: Cai, Yida, et al.
Publicado: (2025)

Test-Time Code-Switching for Cross-lingual Aspect Sentiment Triplet Extraction
por: Sheng, Dongming, et al.
Publicado: (2025)

Top General Performance = Top Domain Performance? DomainCodeBench: A Multi-domain Code Generation Benchmark
por: Zheng, Dewu, et al.
Publicado: (2024)

Expect the Unexpected? Testing the Surprisal of Salient Entities
por: Lin, Jessica, et al.
Publicado: (2026)

PaCoST: Paired Confidence Significance Testing for Benchmark Contamination Detection in Large Language Models
por: Zhang, Huixuan, et al.
Publicado: (2024)

SCRIBES: Web-Scale Script-Based Semi-Structured Data Extraction with Reinforcement Learning
por: Liu, Shicheng, et al.
Publicado: (2025)

Memory-QA: Answering Recall Questions Based on Multimodal Memories
por: Jiang, Hongda, et al.
Publicado: (2025)

HardMTBench: Stress-Testing Chinese-English Translation on Knowledge-Intensive Domains
por: Li, Zheng, et al.
Publicado: (2026)

RepoQA: Evaluating Long Context Code Understanding
por: Liu, Jiawei, et al.
Publicado: (2024)

PEneo: Unifying Line Extraction, Line Grouping, and Entity Linking for End-to-end Document Pair Extraction
por: Lin, Zening, et al.
Publicado: (2024)

MSG-Chart: Multimodal Scene Graph for ChartQA
por: Dai, Yue, et al.
Publicado: (2024)

Keyword Extraction, and Aspect Classification in Sinhala, English, and Code-Mixed Content
por: Rizvi, F. A., et al.
Publicado: (2025)

Beyond Code Pairs: Dialogue-Based Data Generation for LLM Code Translation
por: Chen, Le, et al.
Publicado: (2025)

RespondeoQA: a Benchmark for Bilingual Latin-English Question Answering
por: Hudspeth, Marisa, et al.
Publicado: (2026)

BEnQA: A Question Answering and Reasoning Benchmark for Bengali and English
por: Shafayat, Sheikh, et al.
Publicado: (2024)

LyS at SemEval 2025 Task 8: Zero-Shot Code Generation for Tabular QA
por: Gude, Adrián, et al.
Publicado: (2025)

Multilingual Open QA on the MIA Shared Task
por: Yarrabelly, Navya, et al.
Publicado: (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
VUFIND_SESSION	"74cbe74f4ffa95a2e096cd3c146b3f49"
language	"es"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790867603.3386 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "74cbe74f4ffa95a2e096cd3c146b3f49" ]`]
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	"VUFIND_SESSION=74cbe74f4ffa95a2e096cd3c146b3f49; language=es; 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	"216.73.216.147"
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	"43386"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2401_10286/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2401_10286/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790867603.3266
REQUEST_TIME	1790867603

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler