diff --git a/src/khoj/processor/github/github_to_jsonl.py b/src/khoj/processor/github/github_to_jsonl.py
index a548ae1b..98e771dc 100644
--- a/src/khoj/processor/github/github_to_jsonl.py
+++ b/src/khoj/processor/github/github_to_jsonl.py
@@ -12,14 +12,14 @@ from khoj.utils.helpers import timer
 from khoj.utils.rawconfig import Entry, GithubContentConfig, GithubRepoConfig
 from khoj.processor.markdown.markdown_to_jsonl import MarkdownToJsonl
 from khoj.processor.org_mode.org_to_jsonl import OrgToJsonl
-from khoj.processor.text_to_jsonl import TextEmbeddings
+from khoj.processor.text_to_jsonl import TextEntries
 from database.models import Entry as DbEntry, GithubConfig, KhojUser
 
 
 logger = logging.getLogger(__name__)
 
 
-class GithubToJsonl(TextEmbeddings):
+class GithubToJsonl(TextEntries):
     def __init__(self, config: GithubConfig):
         super().__init__(config)
         raw_repos = config.githubrepoconfig.all()
@@ -94,7 +94,7 @@ class GithubToJsonl(TextEmbeddings):
             current_entries += issue_entries
 
         with timer(f"Split entries by max token size supported by model {repo_shorthand}", logger):
-            current_entries = TextEmbeddings.split_entries_by_max_tokens(current_entries, max_tokens=256)
+            current_entries = TextEntries.split_entries_by_max_tokens(current_entries, max_tokens=256)
 
         return current_entries
 
diff --git a/src/khoj/processor/markdown/markdown_to_jsonl.py b/src/khoj/processor/markdown/markdown_to_jsonl.py
index 921f2213..86acc4b3 100644
--- a/src/khoj/processor/markdown/markdown_to_jsonl.py
+++ b/src/khoj/processor/markdown/markdown_to_jsonl.py
@@ -6,7 +6,7 @@ from pathlib import Path
 from typing import Tuple, List
 
 # Internal Packages
-from khoj.processor.text_to_jsonl import TextEmbeddings
+from khoj.processor.text_to_jsonl import TextEntries
 from khoj.utils.helpers import timer
 from khoj.utils.constants import empty_escape_sequences
 from khoj.utils.rawconfig import Entry
@@ -16,7 +16,7 @@ from database.models import Entry as DbEntry, KhojUser
 logger = logging.getLogger(__name__)
 
 
-class MarkdownToJsonl(TextEmbeddings):
+class MarkdownToJsonl(TextEntries):
     def __init__(self):
         super().__init__()
 
diff --git a/src/khoj/processor/notion/notion_to_jsonl.py b/src/khoj/processor/notion/notion_to_jsonl.py
index 15c21b23..048642ef 100644
--- a/src/khoj/processor/notion/notion_to_jsonl.py
+++ b/src/khoj/processor/notion/notion_to_jsonl.py
@@ -8,7 +8,7 @@ import requests
 # Internal Packages
 from khoj.utils.helpers import timer
 from khoj.utils.rawconfig import Entry, NotionContentConfig
-from khoj.processor.text_to_jsonl import TextEmbeddings
+from khoj.processor.text_to_jsonl import TextEntries
 from khoj.utils.rawconfig import Entry
 from database.models import Entry as DbEntry, KhojUser, NotionConfig
 
@@ -50,7 +50,7 @@ class NotionBlockType(Enum):
     CALLOUT = "callout"
 
 
-class NotionToJsonl(TextEmbeddings):
+class NotionToJsonl(TextEntries):
     def __init__(self, config: NotionConfig):
         super().__init__(config)
         self.config = NotionContentConfig(
diff --git a/src/khoj/processor/org_mode/org_to_jsonl.py b/src/khoj/processor/org_mode/org_to_jsonl.py
index 9bf85660..fbb43f55 100644
--- a/src/khoj/processor/org_mode/org_to_jsonl.py
+++ b/src/khoj/processor/org_mode/org_to_jsonl.py
@@ -5,7 +5,7 @@ from typing import Iterable, List, Tuple
 
 # Internal Packages
 from khoj.processor.org_mode import orgnode
-from khoj.processor.text_to_jsonl import TextEmbeddings
+from khoj.processor.text_to_jsonl import TextEntries
 from khoj.utils.helpers import timer
 from khoj.utils.rawconfig import Entry
 from khoj.utils import state
@@ -15,7 +15,7 @@ from database.models import Entry as DbEntry, KhojUser
 logger = logging.getLogger(__name__)
 
 
-class OrgToJsonl(TextEmbeddings):
+class OrgToJsonl(TextEntries):
     def __init__(self):
         super().__init__()
 
diff --git a/src/khoj/processor/pdf/pdf_to_jsonl.py b/src/khoj/processor/pdf/pdf_to_jsonl.py
index feed12d7..034e51f4 100644
--- a/src/khoj/processor/pdf/pdf_to_jsonl.py
+++ b/src/khoj/processor/pdf/pdf_to_jsonl.py
@@ -8,7 +8,7 @@ import base64
 from langchain.document_loaders import PyMuPDFLoader
 
 # Internal Packages
-from khoj.processor.text_to_jsonl import TextEmbeddings
+from khoj.processor.text_to_jsonl import TextEntries
 from khoj.utils.helpers import timer
 from khoj.utils.rawconfig import Entry
 from database.models import Entry as DbEntry, KhojUser
@@ -17,7 +17,7 @@ from database.models import Entry as DbEntry, KhojUser
 logger = logging.getLogger(__name__)
 
 
-class PdfToJsonl(TextEmbeddings):
+class PdfToJsonl(TextEntries):
     def __init__(self):
         super().__init__()
 
diff --git a/src/khoj/processor/plaintext/plaintext_to_jsonl.py b/src/khoj/processor/plaintext/plaintext_to_jsonl.py
index a657ff2f..1094baa2 100644
--- a/src/khoj/processor/plaintext/plaintext_to_jsonl.py
+++ b/src/khoj/processor/plaintext/plaintext_to_jsonl.py
@@ -6,7 +6,7 @@ from bs4 import BeautifulSoup
 
 
 # Internal Packages
-from khoj.processor.text_to_jsonl import TextEmbeddings
+from khoj.processor.text_to_jsonl import TextEntries
 from khoj.utils.helpers import timer
 from khoj.utils.rawconfig import Entry
 from database.models import Entry as DbEntry, KhojUser
@@ -15,7 +15,7 @@ from database.models import Entry as DbEntry, KhojUser
 logger = logging.getLogger(__name__)
 
 
-class PlaintextToJsonl(TextEmbeddings):
+class PlaintextToJsonl(TextEntries):
     def __init__(self):
         super().__init__()
 
diff --git a/src/khoj/processor/text_to_jsonl.py b/src/khoj/processor/text_to_jsonl.py
index 3aa6a5b1..763db9df 100644
--- a/src/khoj/processor/text_to_jsonl.py
+++ b/src/khoj/processor/text_to_jsonl.py
@@ -19,7 +19,7 @@ from database.adapters import EntryAdapters
 logger = logging.getLogger(__name__)
 
 
-class TextEmbeddings(ABC):
+class TextEntries(ABC):
     def __init__(self, config: Any = None):
         self.embeddings_model = EmbeddingsModel()
         self.config = config
@@ -85,10 +85,10 @@ class TextEmbeddings(ABC):
     ):
         with timer("Construct current entry hashes", logger):
             hashes_by_file = dict[str, set[str]]()
-            current_entry_hashes = list(map(TextEmbeddings.hash_func(key), current_entries))
+            current_entry_hashes = list(map(TextEntries.hash_func(key), current_entries))
             hash_to_current_entries = dict(zip(current_entry_hashes, current_entries))
             for entry in tqdm(current_entries, desc="Hashing Entries"):
-                hashes_by_file.setdefault(entry.file, set()).add(TextEmbeddings.hash_func(key)(entry))
+                hashes_by_file.setdefault(entry.file, set()).add(TextEntries.hash_func(key)(entry))
 
         num_deleted_embeddings = 0
         with timer("Preparing dataset for regeneration", logger):
@@ -180,11 +180,11 @@ class TextEmbeddings(ABC):
     ):
         # Hash all current and previous entries to identify new entries
         with timer("Hash previous, current entries", logger):
-            current_entry_hashes = list(map(TextEmbeddings.hash_func(key), current_entries))
-            previous_entry_hashes = list(map(TextEmbeddings.hash_func(key), previous_entries))
+            current_entry_hashes = list(map(TextEntries.hash_func(key), current_entries))
+            previous_entry_hashes = list(map(TextEntries.hash_func(key), previous_entries))
             if deletion_filenames is not None:
                 deletion_entries = [entry for entry in previous_entries if entry.file in deletion_filenames]
-                deletion_entry_hashes = list(map(TextEmbeddings.hash_func(key), deletion_entries))
+                deletion_entry_hashes = list(map(TextEntries.hash_func(key), deletion_entries))
             else:
                 deletion_entry_hashes = []
 
diff --git a/src/khoj/search_type/text_search.py b/src/khoj/search_type/text_search.py
index db3b313c..e1da9043 100644
--- a/src/khoj/search_type/text_search.py
+++ b/src/khoj/search_type/text_search.py
@@ -18,7 +18,7 @@ from khoj.utils.models import BaseEncoder
 from khoj.utils.state import SearchType
 from khoj.utils.rawconfig import SearchResponse, Entry
 from khoj.utils.jsonl import load_jsonl
-from khoj.processor.text_to_jsonl import TextEmbeddings
+from khoj.processor.text_to_jsonl import TextEntries
 from database.adapters import EntryAdapters
 from database.models import KhojUser, Entry as DbEntry
 
@@ -188,7 +188,7 @@ def rerank_and_sort_results(hits, query):
 
 
 def setup(
-    text_to_jsonl: Type[TextEmbeddings],
+    text_to_jsonl: Type[TextEntries],
     files: dict[str, str],
     regenerate: bool,
     full_corpus: bool = True,
diff --git a/tests/test_org_to_jsonl.py b/tests/test_org_to_jsonl.py
index d47c212e..c9ccf0d6 100644
--- a/tests/test_org_to_jsonl.py
+++ b/tests/test_org_to_jsonl.py
@@ -4,7 +4,7 @@ import os
 
 # Internal Packages
 from khoj.processor.org_mode.org_to_jsonl import OrgToJsonl
-from khoj.processor.text_to_jsonl import TextEmbeddings
+from khoj.processor.text_to_jsonl import TextEntries
 from khoj.utils.helpers import is_none_or_empty
 from khoj.utils.rawconfig import Entry
 from khoj.utils.fs_syncer import get_org_files
@@ -63,7 +63,7 @@ def test_entry_split_when_exceeds_max_words(tmp_path):
 
     # Split each entry from specified Org files by max words
     jsonl_string = OrgToJsonl.convert_org_entries_to_jsonl(
-        TextEmbeddings.split_entries_by_max_tokens(
+        TextEntries.split_entries_by_max_tokens(
             OrgToJsonl.convert_org_nodes_to_entries(entries, entry_to_file_map), max_tokens=4
         )
     )
@@ -86,7 +86,7 @@ def test_entry_split_drops_large_words():
 
     # Act
     # Split entry by max words and drop words larger than max word length
-    processed_entry = TextEmbeddings.split_entries_by_max_tokens([entry], max_word_length=5)[0]
+    processed_entry = TextEntries.split_entries_by_max_tokens([entry], max_word_length=5)[0]
 
     # Assert
     # "Heading" dropped from compiled version because its over the set max word limit