Convomem Benchmark: Why Your First 150 Conversations Don't Need RAG

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Pakhomov, Egor, Nijkamp, Erik, Xiong, Caiming
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computation and Language
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

xGen-small Technical Report
di: Nijkamp, Erik, et al.
Pubblicazione: (2025)

Don't Do RAG: When Cache-Augmented Generation is All You Need for Knowledge Tasks
di: Chan, Brian J, et al.
Pubblicazione: (2024)

Don't Throw Away Your Pretrained Model
di: Feng, Shangbin, et al.
Pubblicazione: (2025)

You Don't Need Pre-built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures
di: Chen, Shengyuan, et al.
Pubblicazione: (2025)

Why Don't Prompt-Based Fairness Metrics Correlate?
di: Zayed, Abdelrahman, et al.
Pubblicazione: (2024)

sDPO: Don't Use Your Data All at Once
di: Kim, Dahyun, et al.
Pubblicazione: (2024)

Hatevolution: What Static Benchmarks Don't Tell Us
di: Di Bonaventura, Chiara, et al.
Pubblicazione: (2025)

Your Students Don't Use LLMs Like You Wish They Did
di: Kobler, Sebastian, et al.
Pubblicazione: (2026)

UNIDOC-BENCH: A Unified Benchmark for Document-Centric Multimodal RAG
di: Peng, Xiangyu, et al.
Pubblicazione: (2025)

Why Don't You Know? Evaluating the Impact of Uncertainty Sources on Uncertainty Quantification in LLMs
di: Goloburda, Maiya, et al.
Pubblicazione: (2026)

You Don't Need Prompt Engineering Anymore: The Prompting Inversion
di: Khan, Imran
Pubblicazione: (2025)

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency
di: Wang, Chenlong, et al.
Pubblicazione: (2025)

Don't Forget to Connect! Improving RAG with Graph-based Reranking
di: Dong, Jialin, et al.
Pubblicazione: (2024)

Attention Is All You Need But You Don't Need All Of It For Inference of Large Language Models
di: Tyukin, Georgy, et al.
Pubblicazione: (2024)

Fine-Tune, Don't Prompt, Your Language Model to Identify Biased Language in Clinical Notes
di: Landi, Isotta, et al.
Pubblicazione: (2026)

Don't Touch My Diacritics
di: Gorman, Kyle, et al.
Pubblicazione: (2024)

Don't Stop the Multi-Party! On Generating Synthetic Written Multi-Party Conversations with Constraints
di: Penzo, Nicolò, et al.
Pubblicazione: (2025)

Don't Pay Attention
di: Hammoud, Mohammad, et al.
Pubblicazione: (2025)

The Compliance Gap: Why AI Systems Promise to Follow Process Instructions but Don't
di: Shin, Kwan Soo
Pubblicazione: (2026)

"Don't Teach Minerva": Guiding LLMs Through Complex Syntax for Faithful Latin Translation with RAG
di: Aguilar, Sergio Torres
Pubblicazione: (2025)

Summary of a Haystack: A Challenge to Long-Context LLMs and RAG Systems
di: Laban, Philippe, et al.
Pubblicazione: (2024)

Don't Forget Your Reward Values: Language Model Alignment via Value-based Calibration
di: Mao, Xin, et al.
Pubblicazione: (2024)

If You Don't Understand It, Don't Use It: Eliminating Trojans with Filters Between Layers
di: Hernandez, Adriano
Pubblicazione: (2024)

Language Models Don't Know What You Want: Evaluating Personalization in Deep Research Needs Real Users
di: Balepur, Nishant, et al.
Pubblicazione: (2026)

s3: You Don't Need That Much Data to Train a Search Agent via RL
di: Jiang, Pengcheng, et al.
Pubblicazione: (2025)

Don't Say No: Jailbreaking LLM by Suppressing Refusal
di: Zhou, Yukai, et al.
Pubblicazione: (2024)

Don't Throw Away Your Beams: Improving Consistency-based Uncertainties in LLMs via Beam Search
di: Fadeeva, Ekaterina, et al.
Pubblicazione: (2025)

Replace, Don't Expand: Mitigating Context Dilution in Multi-Hop RAG via Fixed-Budget Evidence Assembly
di: Lahmy, Moshe, et al.
Pubblicazione: (2025)

Don't Retrieve, Navigate: Distilling Enterprise Knowledge into Navigable Agent Skills for QA and RAG
di: Sun, Yiqun, et al.
Pubblicazione: (2026)

Honest AI: Fine-Tuning "Small" Language Models to Say "I Don't Know", and Reducing Hallucination in RAG
di: Chen, Xinxi, et al.
Pubblicazione: (2024)

Don't Trust Generative Agents to Mimic Communication on Social Networks Unless You Benchmarked their Empirical Realism
di: Münker, Simon, et al.
Pubblicazione: (2025)

Do RAG Systems Cover What Matters? Evaluating and Optimizing Responses with Sub-Question Coverage
di: Xie, Kaige, et al.
Pubblicazione: (2024)

Think, But Don't Overthink: Reproducing Recursive Language Models
di: Wang, Daren
Pubblicazione: (2026)

Knowing You Don't Know: Learning When to Continue Search in Multi-round RAG through Self-Practicing
di: Yang, Diji, et al.
Pubblicazione: (2025)

Reasoning Models Reason Well, Until They Don't
di: Rameshkumar, Revanth, et al.
Pubblicazione: (2025)

Larger Language Models Don't Care How You Think: Why Chain-of-Thought Prompting Fails in Subjective Tasks
di: Chochlakis, Georgios, et al.
Pubblicazione: (2024)

Don't Throw Away Data: Better Sequence Knowledge Distillation
di: Wang, Jun, et al.
Pubblicazione: (2024)

Don't Command, Cultivate: An Exploratory Study of System-2 Alignment
di: Wang, Yuhang, et al.
Pubblicazione: (2024)

MTRAG-UN: A Benchmark for Open Challenges in Multi-Turn RAG Conversations
di: Rosenthal, Sara, et al.
Pubblicazione: (2026)

Don't Walk the Line: Boundary Guidance for Filtered Generation
di: Ball, Sarah, et al.
Pubblicazione: (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	"it"
VUFIND_SESSION	"f10c210fd8ec5bb23b168695dd64cef6"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790894930.0316 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "f10c210fd8ec5bb23b168695dd64cef6" ]`]
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=it; VUFIND_SESSION=f10c210fd8ec5bb23b168695dd64cef6; 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	"40481"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2511_10523/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2511_10523/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790894930.0271
REQUEST_TIME	1790894930

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler