diff --git a/src/paperqa/utils.py b/src/paperqa/utils.py
index 4f79fb994..fa6c209a9 100644
--- a/src/paperqa/utils.py
+++ b/src/paperqa/utils.py
@@ -6,8 +6,8 @@
 import math
 import os
 import re
-import string
 import unicodedata
+from collections import Counter
 from collections.abc import Awaitable, Callable, Collection, Iterable, Iterator, Mapping
 from datetime import datetime
 from functools import reduce
@@ -32,6 +32,8 @@
 
 logger = logging.getLogger(__name__)
 
+MAX_TEXT_ENTROPY = 8.0
+
 T = TypeVar("T")
 
 
@@ -57,15 +59,19 @@ def maybe_is_text(s: str, thresh: float = 2.5) -> bool:
     if not s:
         return False
 
-    entropy = 0.0
     s_wo_spaces = s.replace(" ", "")
-    for c in string.printable:
-        p = s_wo_spaces.count(c) / len(s_wo_spaces)
-        if p > 0:
-            entropy += -p * math.log2(p)
+    if not s_wo_spaces:
+        return False
+
+    counts = Counter(s_wo_spaces)
+    entropy = 0.0
+    length = len(s_wo_spaces)
+    for count in counts.values():
+        p = count / length
+        entropy += -p * math.log2(p)
 
     # Check if the entropy is within a reasonable range for text
-    return entropy > thresh
+    return MAX_TEXT_ENTROPY > entropy > thresh
 
 
 def maybe_is_pdf(file: BinaryIO) -> bool:
diff --git a/tests/cassettes/test_maybe_is_text.yaml b/tests/cassettes/test_maybe_is_text.yaml
index c09eee81c..b3924f0b9 100644
--- a/tests/cassettes/test_maybe_is_text.yaml
+++ b/tests/cassettes/test_maybe_is_text.yaml
@@ -17,367 +17,365 @@ interactions:
     response:
       body:
         string: !!binary |
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         accept-ranges:
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         content-encoding:
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         content-language:
           - en
         content-length:
-          - "20145"
+          - "20011"
         content-type:
           - text/html; charset=UTF-8
         date:
-          - Tue, 04 Nov 2025 05:48:22 GMT
+          - Tue, 04 Nov 2025 22:47:59 GMT
         last-modified:
           - Fri, 31 Oct 2025 17:34:42 GMT
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             }] }'
         server:
-          - mw-web.codfw.main-7fd888c4b4-tpbll
+          - mw-web.codfw.main-5b44998949-4tb8q
         server-timing:
-          - cache;desc="hit-front", host;desc="cp4044"
+          - cache;desc="hit-front", host;desc="cp5022"
         set-cookie:
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-          - WMF-Last-Access-Global=04-Nov-2025;Path=/;Domain=.wikipedia.org;HttpOnly;secure;Expires=Sat,
-            06 Dec 2025 00:00:00 GMT
-          - WMF-DP=4aa;Path=/;HttpOnly;secure;Expires=Tue, 04 Nov 2025 00:00:00 GMT
-          - GeoIP=US:CA:San_Francisco:37.77:-122.44:v4; Path=/; secure; Domain=.wikipedia.org
+          - WMF-Last-Access=05-Nov-2025;Path=/;HttpOnly;secure;Expires=Sun, 07 Dec 2025
+            12:00:00 GMT
+          - WMF-Last-Access-Global=05-Nov-2025;Path=/;Domain=.wikipedia.org;HttpOnly;secure;Expires=Sun,
+            07 Dec 2025 12:00:00 GMT
+          - WMF-DP=0d2;Path=/;HttpOnly;secure;Expires=Thu, 06 Nov 2025 00:00:00 GMT
+          - GeoIP=JP:45:Miyakonoj__:31.73:131.08:v4; Path=/; secure; Domain=.wikipedia.org
           - NetworkProbeLimit=0.001;Path=/;Secure;SameSite=None;Max-Age=3600
-          - WMF-Uniq=evlefl0X2ZWoRw_MSS5nEwKhAAAAAFvdPe8sa79ElwFPIIHefTZ5C6e4ZQ5qNfHk;Domain=.wikipedia.org;Path=/;HttpOnly;secure;SameSite=None;Expires=Wed,
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+          - WMF-Uniq=fVZ1POX8ArrLigKPEvX5ywKiAAAAAFvdc2pMWcd0p5m2jfsZAU4EhJkoi7_uqbHp;Domain=.wikipedia.org;Path=/;HttpOnly;secure;SameSite=None;Expires=Thu,
+            05 Nov 2026 00:00:00 GMT
         strict-transport-security:
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         vary:
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         x-analytics:
           - ""
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-          - cp4044 miss, cp4044 hit/1
+          - cp5022 miss, cp5022 hit/5
         x-cache-status:
           - hit-front
         x-client-ip:
-          - 2601:645:c680:cf50:704e:93c5:d36a:16e
+          - 219.103.19.137
         x-content-type-options:
           - nosniff
         x-request-id:
-          - ac0d5293-9560-40cd-8787-288600871f09
+          - 342b5708-2e32-4068-837f-26b418a97efe
+      status:
+        code: 200
+        message: OK
+  - request:
+      body: ""
+      headers:
+        accept:
+          - "*/*"
+        accept-encoding:
+          - gzip, deflate
+        connection:
+          - keep-alive
+        host:
+          - ja.wikipedia.org
+        user-agent:
+          - PaperQA testing (https://github.com/Future-House/paper-qa)
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+          j85Rt4F4HItx+mwqMxhS5yvKjyR7/sGsqwBGbCG/EOmz7/8HsJoApP5iEQA=
+      headers:
+        accept-ch:
+          - ""
+        accept-ranges:
+          - bytes
+        age:
+          - "596"
+        cache-control:
+          - private, s-maxage=0, max-age=0, must-revalidate, no-transform
+        content-encoding:
+          - gzip
+        content-language:
+          - ja
+        content-length:
+          - "205472"
+        content-type:
+          - text/html; charset=UTF-8
+        date:
+          - Wed, 05 Nov 2025 22:03:22 GMT
+        last-modified:
+          - Tue, 04 Nov 2025 22:06:37 GMT
+        nel:
+          - '{ "report_to": "wm_nel", "max_age": 604800, "failure_fraction": 0.05, "success_fraction":
+            0.0}'
+        report-to:
+          - '{ "group": "wm_nel", "max_age": 604800, "endpoints": [{ "url": "https://intake-logging.wikimedia.org/v1/events?stream=w3c.reportingapi.network_error&schema_uri=/w3c/reportingapi/network_error/1.0.0"
+            }] }'
+        server:
+          - ATS/9.2.11
+        server-timing:
+          - cache;desc="hit-front", host;desc="cp5022"
+        set-cookie:
+          - WMF-Last-Access=05-Nov-2025;Path=/;HttpOnly;secure;Expires=Sun, 07 Dec 2025
+            12:00:00 GMT
+          - WMF-Last-Access-Global=05-Nov-2025;Path=/;Domain=.wikipedia.org;HttpOnly;secure;Expires=Sun,
+            07 Dec 2025 12:00:00 GMT
+          - WMF-DP=c81;Path=/;HttpOnly;secure;Expires=Thu, 06 Nov 2025 00:00:00 GMT
+          - GeoIP=JP:45:Miyakonoj__:31.73:131.08:v4; Path=/; secure; Domain=.wikipedia.org
+          - NetworkProbeLimit=0.001;Path=/;Secure;SameSite=None;Max-Age=3600
+          - WMF-Uniq=F8LSHs522UKMrt9-x9Q85wKiAAAAAFvdt21AfkF7iiJSAEFZLrfnwy6yXY7W41VX;Domain=.wikipedia.org;Path=/;HttpOnly;secure;SameSite=None;Expires=Thu,
+            05 Nov 2026 00:00:00 GMT
+        strict-transport-security:
+          - max-age=106384710; includeSubDomains; preload
+        vary:
+          - Accept-Encoding,X-Subdomain,Cookie,Authorization,User-Agent
+        x-analytics:
+          - ""
+        x-cache:
+          - cp5022 hit, cp5022 hit/1
+        x-cache-status:
+          - hit-front
+        x-client-ip:
+          - 219.103.19.137
+        x-content-type-options:
+          - nosniff
+        x-request-id:
+          - 148721fc-da2a-401b-a4a1-b438bb184dc5
       status:
         code: 200
         message: OK
diff --git a/tests/stub_data/dummy_jap.docx b/tests/stub_data/dummy_jap.docx
new file mode 100644
index 000000000..8ed843e76
Binary files /dev/null and b/tests/stub_data/dummy_jap.docx differ
diff --git a/tests/test_agents.py b/tests/test_agents.py
index 9c2b9f863..6a0e01f17 100644
--- a/tests/test_agents.py
+++ b/tests/test_agents.py
@@ -96,7 +96,7 @@ async def test_get_directory_index(
         # but empty.txt fails to be added
         path_to_id = await index.index_files
         assert (
-            sum(id_ != FAILED_DOCUMENT_ADD_ID for id_ in path_to_id.values()) == 11
+            sum(id_ != FAILED_DOCUMENT_ADD_ID for id_ in path_to_id.values()) == 12
         ), "Incorrect number of parsed index files"
 
         with subtests.test(msg="check-txt-query"):
@@ -160,9 +160,10 @@ async def test_get_directory_index(
             ),
         ):
             index = await get_directory_index(settings=agent_test_settings)
-        # Subtract 4 for the removed obama.txt, dummy.docx, dummy.pptx, and dummy.xlsx files,
+        # Subtract 5 for the removed obama.txt,
+        # dummy.docx, dummy_jap.docx, dummy.pptx, and dummy.xlsx files,
         # and another 1 for the filtered out flag_day.html
-        assert len(await index.index_files) == len(path_to_id) - 4 - 1
+        assert len(await index.index_files) == len(path_to_id) - 5 - 1
         mock_aadd.assert_not_awaited(), "Expected we didn't re-add files"
 
         # Note let's delete files.zip, and confirm we can't load the index
@@ -263,6 +264,7 @@ async def test_getting_manifest(
     "paper.pdf",
     "pasa.pdf",
     "dummy.docx",
+    "dummy_jap.docx",
     "dummy.pptx",
     "dummy.xlsx",
 }
diff --git a/tests/test_paperqa.py b/tests/test_paperqa.py
index 136fcd7fa..1077f1d47 100644
--- a/tests/test_paperqa.py
+++ b/tests/test_paperqa.py
@@ -6,7 +6,9 @@
 import os
 import pathlib
 import pickle
+import random
 import re
+import string
 import sys
 from collections.abc import AsyncIterable, Sequence
 from copy import deepcopy
@@ -196,6 +198,14 @@ def test_maybe_is_text() -> None:
     )
     assert maybe_is_text(r.text)
 
+    r_ja = httpx.get(
+        "https://ja.wikipedia.org/wiki/%E6%97%A5%E6%9C%AC",
+        headers={
+            "User-Agent": "PaperQA testing (https://github.com/Future-House/paper-qa)"
+        },
+    )
+    assert maybe_is_text(r_ja.text)
+
     assert maybe_is_html(BytesIO(r.text.encode()))
 
     # now force it to contain lots of weird encoding
@@ -205,6 +215,29 @@ def test_maybe_is_text() -> None:
     # account for possible spaces in the text due to tables or title pages
     assert maybe_is_text("entry1                    entry2                    entry3")
 
+    # Test high entropy cases
+    # English text with entropy > 6
+    good_text_high_entropy = string.printable * 10
+    assert maybe_is_text(good_text_high_entropy, thresh=6)
+
+    # English text with entropy > 8
+    bad_text_high_entropy = "".join([chr(i) for i in range(10000, 10300)])
+    assert not maybe_is_text(bad_text_high_entropy)
+
+    # Japanese text with entropy > 8
+    jp_char_ranges = [
+        (0x3040, 0x309F),  # Hiragana
+        (0x30A0, 0x30FF),  # Katakana
+        (0x4E00, 0x9FAF),  # CJK Unified Ideographs
+    ]
+    jp_chars = []
+    for start, end in jp_char_ranges:
+        jp_chars.extend([chr(i) for i in range(start, end + 1)])
+
+    random.shuffle(jp_chars)
+    bad_jp_text_high_entropy = "".join(jp_chars[:400])
+    assert not maybe_is_text(bad_jp_text_high_entropy)
+
 
 def test_name_in_text() -> None:
     name1 = "FooBar2022"
@@ -3164,6 +3197,7 @@ async def test_reader_config_propagation(stub_data_dir: Path, multimodal: bool)
     ("filename", "query"),
     [
         ("dummy.docx", "What is the RAG system?"),
+        ("dummy_jap.docx", "What is the RAG system?"),
         ("dummy.pptx", "What is the RAG system?"),
         ("dummy.xlsx", "What is the price of a laptop?"),
     ],