Table-r1: Self-supervised and Reinforcement Learning for Program-based Table Reasoning in Small Language Models

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Jin, Rihui, Xin, Zheyu, Xie, Xing, Li, Zuoyi, Qi, Guilin, Chen, Yongrui, Dai, Xinbang, Wu, Tongtong, Haffari, Gholamreza
Format:	Preprint
Publié:	2025
Sujets:	Machine Learning Computation and Language
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Question Answering Over Spatio-Temporal Knowledge Graph
par: Dai, Xinbang, et autres
Publié: (2024)

After Retrieval, Before Generation: Enhancing the Trustworthiness of Large Language Models in Retrieval-Augmented Generation
par: Dai, Xinbang, et autres
Publié: (2025)

Pandora: A Code-Driven Large Language Model Agent for Unified Reasoning Across Diverse Structured Knowledge
par: Chen, Yongrui, et autres
Publié: (2025)

ELAIPBench: A Benchmark for Expert-Level Artificial Intelligence Paper Understanding
par: Dai, Xinbang, et autres
Publié: (2025)

Pandora: Leveraging Code-driven Knowledge Transfer for Unified Structured Knowledge Reasoning
par: Chen, Yongrui, et autres
Publié: (2025)

Large Language Models Can Better Understand Knowledge Graphs Than We Thought
par: Dai, Xinbang, et autres
Publié: (2024)

Continual Speech Learning with Fused Speech Features
par: Wang, Guitao, et autres
Publié: (2025)

Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems
par: Zhang, Yuxin, et autres
Publié: (2025)

Towards Event Extraction from Speech with Contextual Clues
par: Kang, Jingqi, et autres
Publié: (2024)

HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding
par: Jin, Rihui, et autres
Publié: (2024)

Environment-Aware Code Generation: How far are We?
par: Wu, Tongtong, et autres
Publié: (2026)

Exploring the Impact of Table-to-Text Methods on Augmenting LLM-based Question Answering with Domain Hybrid Data
par: Min, Dehai, et autres
Publié: (2024)

CARD: Towards Conditional Design of Multi-agent Topological Structures
par: Wu, Tongtong, et autres
Publié: (2026)

Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning
par: Luo, Linhao, et autres
Publié: (2023)

Resurfacing Paralinguistic Awareness in Large Audio Language Models
par: Yang, Hao, et autres
Publié: (2026)

Double Mixture: Towards Continual Event Detection from Speech
par: Kang, Jingqi, et autres
Publié: (2024)

K-DeCore: Facilitating Knowledge Transfer in Continual Structured Knowledge Reasoning via Knowledge Decoupling
par: Chen, Yongrui, et autres
Publié: (2025)

Assistive Large Language Model Agents for Socially-Aware Negotiation Dialogues
par: Hua, Yuncheng, et autres
Publié: (2024)

FollowTable: A Benchmark for Instruction-Following Table Retrieval
par: Jin, Rihui, et autres
Publié: (2026)

Evidence-based Distributional Alignment for Large Language Models
par: Pham, Viet-Thanh, et autres
Publié: (2026)

Continual Learning for Large Language Models: A Survey
par: Wu, Tongtong, et autres
Publié: (2024)

IntroLM: Introspective Language Models via Prefilling-Time Self-Evaluation
par: Kasnavieh, Hossein Hosseini, et autres
Publié: (2026)

AIPO: Learning to Reason from Active Interaction
par: Liu, Junnan, et autres
Publié: (2026)

StressEval: Failure-Driven Dynamic Benchmarking for Knowledge-Intensive Reasoning in Large Language Models
par: Chen, Yongrui, et autres
Publié: (2026)

Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models
par: Luo, Linhao, et autres
Publié: (2024)

Towards Inference-time Scaling for Continuous Space Reasoning
par: Wang, Minghan, et autres
Publié: (2025)

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking
par: Liu, Junnan, et autres
Publié: (2025)

Jigsaw Puzzles: Splitting Harmful Questions to Jailbreak Large Language Models
par: Yang, Hao, et autres
Publié: (2024)

Reshaping Representation Space to Balance the Safety and Over-rejection in Large Audio Language Models
par: Yang, Hao, et autres
Publié: (2025)

ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning
par: Luo, Linhao, et autres
Publié: (2023)

Modelling Political Coalition Negotiations Using LLM-based Agents
par: Moghimifar, Farhad, et autres
Publié: (2024)

Mixture-of-Skills: Learning to Optimize Data Usage for Fine-Tuning Large Language Models
par: Wu, Minghao, et autres
Publié: (2024)

Multi-Layer Scheduling for MoE-Based LLM Reasoning
par: Sun, Yifan, et autres
Publié: (2026)

DoG-Instruct: Towards Premium Instruction-Tuning Data via Text-Grounded Instruction Wrapping
par: Chen, Yongrui, et autres
Publié: (2023)

GTS: Inference-Time Scaling of Latent Reasoning with a Learnable Gaussian Thought Sampler
par: Wang, Minghan, et autres
Publié: (2026)

An Empirical Analysis on Spatial Reasoning Capabilities of Large Multimodal Models
par: Shiri, Fatemeh, et autres
Publié: (2024)

Towards Probing Speech-Specific Risks in Large Multimodal Models: A Taxonomy, Benchmark, and Insights
par: Yang, Hao, et autres
Publié: (2024)

Zero-Shot Privacy-Aware Text Rewriting via Iterative Tree Search
par: Huang, Shuo, et autres
Publié: (2025)

Audio Is the Achilles' Heel: Red Teaming Audio Large Multimodal Models
par: Yang, Hao, et autres
Publié: (2024)

IRIS: An Iterative and Integrated Framework for Verifiable Causal Discovery in the Absence of Tabular Data
par: Feng, Tao, et autres
Publié: (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	"e1cc6c0e4faf395dff13b4cda72c81ec"
language	"fr"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790983116.9239 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "e1cc6c0e4faf395dff13b4cda72c81ec" ]`]
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=e1cc6c0e4faf395dff13b4cda72c81ec; language=fr; 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	"57709"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2506_06137/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2506_06137/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790983116.9198
REQUEST_TIME	1790983116

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler